各指标Rank榜单

🔢 Ranking by Average F1

Rank	Model	Average F1	FaceForensics++c40	FF-FS_test	DeepFakeDetection_test	UADFV_test	GenImage_glide	Columbia	Tampered-IC13_test	DiffusionForensics_test	Celeb-DF-v2_test	GenImage_BigGAN	FF-DF_test	Celeb-DF-v1_test	IMD2020	T-SROIE_test	RealTextManipulation_test	GenImage_sd14	FF-F2F_test	COVERAGE	GenImage_wukong	GenImage_sd15	OSTF_test	GenImage_Midjourney	GenImage_all	GenImage_VQDM	FF-NT_test	GenImage_ADM	DFDC_test	FaceShifter_test	Autosplice	NIST16	Cocoglide	DFDCP_test
1	swin	0.7875	0.7423	0.9198	0.9273	0.6791	0.9926	0.6725	0.8765	0.801	0.8048	0.9935	0.9237	0.7662	0.6344	0.8596	0.3579	0.9934	0.921	0.4599	0.9873	0.9915	0.5977	0.9796	0.9905	0.9933	0.8987	0.9924	0.7045	0.4362	0.6955	0.2748	0.5236	0.8097
2	ffdn	0.7823	0.6972	0.9695	0.9083	0.7299	0.9977	0.3849	0.9112	0.9876	0.7878	0.9978	0.9688	0.7663	0.3644	0.9406	0.3405	0.9985	0.9625	0.2815	0.9978	0.9984	0.6687	0.9904	0.9971	0.9975	0.9329	0.998	0.6413	0.3752	0.547	0.476	0.6693	0.7479
3	convnext	0.7752	0.8022	0.9521	0.9304	0.7507	0.993	0.619	0.8621	0.5954	0.8239	0.9973	0.9543	0.7633	0.4931	0.8988	0.3685	0.9975	0.949	0.3056	0.9922	0.9967	0.596	0.9843	0.9942	0.996	0.9302	0.9958	0.6357	0.4536	0.5815	0.384	0.4092	0.8005
4	segformer_maxpooling	0.7647	0.6784	0.9076	0.9193	0.7791	0.9794	0.369	0.8602	0.6921	0.7947	0.9839	0.912	0.774	0.4801	0.8101	0.3363	0.9826	0.9092	0.4396	0.9703	0.9827	0.5603	0.9564	0.9776	0.9814	0.8809	0.9815	0.678	0.5028	0.6995	0.3514	0.544	0.7963
5	segformer	0.7624	0.8786	0.8106	0.9483	0.7082	0.8867	0.6694	0.7033	0.7631	0.8009	0.8885	0.8115	0.7704	0.8228	0.5751	0.2613	0.8876	0.8094	0.6304	0.8871	0.8879	0.3838	0.8872	0.8872	0.8891	0.7999	0.8835	0.7145	0.6911	0.7828	0.5371	0.717	0.8211
6	segformer_dct	0.7367	0.8412	0.8311	0.9359	0.815	0.9435	0.2391	0.7861	0.4629	0.8021	0.9551	0.8359	0.809	0.3701	0.7625	0.3412	0.9493	0.8309	0.569	0.9319	0.948	0.4464	0.9011	0.9379	0.9156	0.8133	0.9534	0.7055	0.5377	0.7171	0.4504	0.4218	0.8137
7	mesorch	0.7101	0.6831	0.9238	0.8645	0.8142	0.9767	0.1187	0.8491	0.3732	0.8016	0.9858	0.9355	0.7923	0.1382	0.8212	0.3257	0.982	0.9266	0.3333	0.9635	0.9798	0.4974	0.9338	0.9732	0.9733	0.8869	0.986	0.679	0.3789	0.4864	0.25	0.3072	0.783
8	xception_dct	0.7093	0.6937	0.8912	0.8816	0.7928	0.9394	0.315	0.7284	0.4902	0.7458	0.9579	0.899	0.7106	0.3666	0.6413	0.3173	0.9379	0.8866	0.4432	0.9242	0.9399	0.4371	0.8707	0.9259	0.8805	0.8547	0.9455	0.6404	0.3926	0.5382	0.4677	0.4923	0.7501
9	spsl	0.7069	0.7033	0.9047	0.8698	0.8028	0.9519	0.1732	0.725	0.4996	0.7388	0.9681	0.915	0.7097	0.328	0.7461	0.3327	0.9527	0.8973	0.4114	0.9365	0.9519	0.4437	0.8936	0.9425	0.9214	0.8608	0.9576	0.5908	0.3478	0.5448	0.4073	0.4767	0.7146
10	xception	0.7064	0.7279	0.872	0.8889	0.8002	0.9416	0.2727	0.7106	0.4751	0.7514	0.9614	0.8748	0.7454	0.3314	0.6856	0.325	0.9399	0.8708	0.3713	0.9242	0.9405	0.4397	0.864	0.9269	0.8865	0.8402	0.9457	0.635	0.4648	0.5126	0.4346	0.4851	0.7577
11	trufor	0.7039	0.6457	0.8909	0.8025	0.7121	0.974	0.2083	0.7848	0.5355	0.731	0.9781	0.8977	0.7074	0.2213	0.8041	0.3168	0.9767	0.9008	0.4167	0.9566	0.9789	0.4709	0.9488	0.9713	0.9734	0.8596	0.9807	0.5433	0.3677	0.6057	0.207	0.3938	0.7625
12	swin_dct	0.6995	0.8657	0.8306	0.9009	0.7912	0.9323	0.3516	0.7818	0.3353	0.7404	0.9523	0.8336	0.7954	0.216	0.7214	0.3183	0.955	0.8345	0.2877	0.942	0.9512	0.4488	0.8573	0.9274	0.8379	0.7922	0.9684	0.7068	0.5254	0.4783	0.3761	0.3323	0.7949
13	mvss	0.6947	0.771	0.908	0.8853	0.6881	0.9708	0.0493	0.7711	0.3909	0.7285	0.9811	0.913	0.6913	0.1133	0.7555	0.3272	0.9701	0.9037	0.2188	0.9496	0.9701	0.4946	0.9202	0.9642	0.9678	0.878	0.9791	0.6136	0.5001	0.543	0.3414	0.338	0.7352
14	xception_bayer	0.6871	0.7246	0.8558	0.9012	0.7959	0.9209	0.1992	0.7138	0.4681	0.7052	0.9351	0.8626	0.7185	0.3857	0.5955	0.301	0.905	0.8551	0.3289	0.895	0.9035	0.4237	0.8228	0.8895	0.803	0.8201	0.9121	0.6324	0.4699	0.5014	0.4996	0.4904	0.7516
15	univfd	0.6818	0.8886	0.667	0.9443	0.6693	0.7727	0.7953	0.3708	0.601	0.7947	0.8002	0.6668	0.7614	0.8634	0.6268	0.2123	0.7684	0.6671	0.6245	0.7512	0.7648	0.2903	0.6342	0.7324	0.6618	0.6668	0.6734	0.6848	0.6671	0.7583	0.5993	0.6454	0.7934
16	swin_bayer	0.6776	0.8278	0.7277	0.9339	0.7281	0.8936	0.1901	0.698	0.4591	0.7984	0.925	0.7424	0.7835	0.2832	0.6334	0.2915	0.8756	0.7393	0.3797	0.8641	0.8748	0.4072	0.7903	0.8744	0.8365	0.7233	0.9239	0.6643	0.6042	0.4749	0.4614	0.5178	0.7547
17	dualnet	0.677	0.8777	0.6766	0.8186	0.6008	0.9651	0.2539	0.3737	0.6671	0.7621	0.9869	0.6955	0.7079	0.8404	0.4637	0.2512	0.9745	0.6876	0.6236	0.9563	0.9747	0.3153	0.7174	0.95	0.9828	0.6887	0.9867	0.6002	0.677	0.1904	0.5017	0.1825	0.7129
18	capsule_net	0.674	0.8106	0.7544	0.7539	0.7289	0.9294	0.1447	0.4166	0.4241	0.7934	0.9498	0.7851	0.7422	0.3845	0.6297	0.2993	0.9349	0.7831	0.2917	0.9134	0.9295	0.3235	0.8327	0.9148	0.8669	0.7759	0.9457	0.6566	0.6202	0.6913	0.3293	0.4406	0.7713
19	swin_qt	0.6736	0.8833	0.7542	0.8913	0.7238	0.8543	0.3116	0.7175	0.4182	0.8128	0.8523	0.7639	0.7938	0.2851	0.6814	0.3082	0.897	0.751	0.378	0.8918	0.8953	0.4096	0.7322	0.8478	0.6725	0.6984	0.9266	0.69	0.5805	0.4575	0.4428	0.4214	0.8117
20	hifinet	0.6697	0.8884	0.6651	0.9452	0.6695	0.7528	0.7045	0.5246	0.5206	0.7942	0.7105	0.6673	0.763	0.8908	0.5462	0.2392	0.7473	0.6683	0.6667	0.7711	0.7393	0.338	0.6021	0.7065	0.6156	0.6676	0.6818	0.6756	0.6631	0.6633	0.5579	0.5907	0.7942
21	resnet_dct	0.6693	0.7799	0.8108	0.9209	0.7502	0.8347	0.3782	0.6153	0.4291	0.7622	0.8587	0.8157	0.7734	0.4796	0.5358	0.2481	0.8269	0.8125	0.4767	0.8434	0.824	0.3715	0.7188	0.7722	0.6346	0.7797	0.5501	0.6732	0.5913	0.6672	0.4748	0.5847	0.8239
22	xception_sobel	0.6686	0.7401	0.8219	0.8888	0.7683	0.8993	0.1983	0.6498	0.3699	0.8042	0.9321	0.8329	0.7797	0.2721	0.6167	0.2862	0.8771	0.8223	0.3602	0.8774	0.8805	0.3624	0.741	0.8605	0.7084	0.7885	0.9215	0.6718	0.5447	0.4367	0.4442	0.4583	0.7793
23	convnext_dct	0.6686	0.8959	0.7682	0.8925	0.7415	0.8573	0.2761	0.6893	0.4038	0.7252	0.8865	0.777	0.7169	0.2921	0.6218	0.2903	0.9263	0.7739	0.407	0.9026	0.9222	0.3915	0.7729	0.874	0.7451	0.7489	0.933	0.6845	0.4833	0.4423	0.3816	0.3729	0.7974
24	imlvit	0.668	0.6627	0.9081	0.8857	0.623	0.9521	0.1268	0.7182	0.3633	0.6468	0.9823	0.9038	0.7489	0.2443	0.5602	0.2161	0.9732	0.8962	0.3694	0.9436	0.9735	0.4352	0.87	0.9579	0.9744	0.8238	0.9801	0.5932	0.2348	0.5548	0.378	0.2876	0.587
25	convnext_bayer	0.6674	0.8037	0.7828	0.8916	0.7379	0.8981	0.1028	0.6196	0.4042	0.79	0.9361	0.8128	0.7669	0.2504	0.6785	0.2936	0.8732	0.7917	0.3659	0.8657	0.8736	0.3613	0.7685	0.878	0.8688	0.767	0.9251	0.6419	0.5202	0.3923	0.4292	0.4785	0.7864
26	resnet	0.6667	0.7692	0.8247	0.9173	0.7327	0.8559	0.2727	0.6395	0.4539	0.7492	0.8829	0.8264	0.7446	0.521	0.4715	0.2265	0.8407	0.8246	0.4796	0.845	0.8382	0.3845	0.736	0.7849	0.665	0.7947	0.5155	0.6613	0.5676	0.6862	0.4367	0.5772	0.8097
27	segformer_sobel	0.666	0.7649	0.755	0.9053	0.7272	0.8651	0.3194	0.6031	0.4802	0.7743	0.8694	0.7686	0.7754	0.361	0.674	0.2753	0.8396	0.7506	0.459	0.8298	0.8388	0.3847	0.7131	0.8211	0.6902	0.7079	0.8861	0.6668	0.6153	0.4243	0.4845	0.5114	0.7715
28	swin_sobel	0.6608	0.7734	0.7093	0.9118	0.6712	0.8902	0.2017	0.5834	0.501	0.7973	0.8953	0.7351	0.7685	0.2767	0.6662	0.2985	0.8364	0.7189	0.426	0.8449	0.8437	0.3686	0.7421	0.8334	0.6526	0.7052	0.9146	0.682	0.6859	0.4392	0.5047	0.47	0.7973
29	xception_qt	0.6531	0.8564	0.735	0.899	0.6993	0.8238	0.2744	0.5335	0.3972	0.801	0.8231	0.7367	0.7848	0.4211	0.5889	0.2682	0.861	0.7427	0.4205	0.8551	0.857	0.3541	0.6552	0.8042	0.6069	0.7179	0.875	0.677	0.5423	0.6094	0.5072	0.4046	0.7679
30	resnet_maxpooling	0.6482	0.8059	0.7599	0.8766	0.7815	0.7809	0.3786	0.5789	0.4471	0.7915	0.8433	0.7691	0.7908	0.5041	0.5665	0.2533	0.7506	0.7733	0.5366	0.7918	0.751	0.3559	0.6094	0.7148	0.6361	0.7312	0.4667	0.6387	0.6171	0.6251	0.4813	0.5455	0.7906
31	segformer_qt	0.648	0.894	0.7065	0.8848	0.7237	0.8297	0.3247	0.585	0.3935	0.7946	0.8353	0.7127	0.7651	0.2697	0.6165	0.2768	0.8794	0.7136	0.4382	0.875	0.8827	0.3267	0.6523	0.8276	0.6817	0.672	0.9129	0.678	0.6547	0.3813	0.373	0.3777	0.798
32	convnext_sobel	0.6412	0.7629	0.7204	0.8824	0.6276	0.8565	0.4509	0.4976	0.4278	0.7644	0.9237	0.7488	0.7378	0.3029	0.6375	0.2785	0.7874	0.7306	0.4121	0.7995	0.7878	0.3482	0.6153	0.7873	0.5298	0.7184	0.8999	0.6545	0.6763	0.4949	0.4325	0.4535	0.7705
33	recce	0.6326	0.803	0.7177	0.927	0.7209	0.8248	0.3284	0.575	0.4724	0.7431	0.8687	0.7161	0.7133	0.3084	0.0784	0.1046	0.8586	0.7144	0.4444	0.8494	0.8622	0.3459	0.7464	0.8219	0.6961	0.7061	0.8328	0.6608	0.62	0.5782	0.3841	0.4743	0.747
34	efficientnet_qt	0.6268	0.8888	0.6666	0.9441	0.6677	0.7655	0.4759	0.5517	0.549	0.7935	0.7798	0.666	0.7627	0.4954	0.1902	0.0956	0.7082	0.667	0.5283	0.7518	0.7114	0.336	0.5836	0.7021	0.4837	0.667	0.7745	0.6718	0.6671	0.665	0.5066	0.5474	0.7943
35	resnet_bayer	0.6218	0.8068	0.7175	0.9257	0.7425	0.8254	0.1101	0.5328	0.4574	0.7744	0.7337	0.74	0.7369	0.3903	0.3498	0.1712	0.8013	0.738	0.478	0.8049	0.8075	0.3508	0.6924	0.7334	0.5495	0.7199	0.5643	0.6692	0.5727	0.5743	0.5079	0.5279	0.7921
36	resnet_sobel	0.6178	0.8746	0.6773	0.9398	0.7139	0.7874	0.1759	0.5262	0.4159	0.7979	0.691	0.6852	0.7618	0.3061	0.4275	0.1784	0.7799	0.6829	0.4393	0.7894	0.7828	0.3268	0.5949	0.7367	0.5166	0.6798	0.8649	0.6786	0.6709	0.4894	0.5149	0.4637	0.7979
37	resnet_qt	0.6015	0.8885	0.6667	0.9385	0.6672	0.7429	0.3714	0.5489	0.3758	0.7943	0.708	0.666	0.7628	0.3448	0.5978	0.2129	0.7605	0.6667	0.3882	0.7943	0.7562	0.3365	0.4709	0.6642	0.4883	0.6672	0.4522	0.6718	0.6652	0.5607	0.4046	0.4195	0.7941
38	dtd	0.5985	0.8779	0.6548	0.9359	0.6638	0.5722	0.6966	0.4797	0.5406	0.7855	0.5275	0.6567	0.7585	0.7895	0.0979	0.0878	0.574	0.6592	0.6312	0.5694	0.5704	0.3079	0.6029	0.5579	0.4399	0.6565	0.5892	0.6626	0.6499	0.6925	0.495	0.5981	0.7695
39	segformer_bayer	0.5909	0.7103	0.8108	0.85	0.5359	0.8688	0.0417	0.6211	0.2636	0.5281	0.9515	0.8451	0.6533	0.1256	0.4939	0.2171	0.8484	0.7886	0.2205	0.8298	0.8516	0.3813	0.6917	0.8488	0.7289	0.7249	0.9654	0.5937	0.3611	0.239	0.284	0.3273	0.7075
40	efficientnet	0.5665	0.8801	0.6609	0.9187	0.6662	0.5172	0.4765	0.3619	0.5274	0.7914	0.539	0.6571	0.7643	0.5919	0.0075	0.0448	0.6113	0.6613	0.48	0.6346	0.6161	0.2447	0.4747	0.5869	0.4829	0.6616	0.7617	0.6548	0.6613	0.53	0.3913	0.4853	0.7848
41	efficientnet_sobel	0.5591	0.8878	0.661	0.9176	0.6683	0.6019	0.4825	0.4349	0.5063	0.7929	0.585	0.6617	0.7627	0.4176	0.0331	0.0595	0.5191	0.6622	0.4712	0.5459	0.5082	0.2585	0.4546	0.5697	0.5151	0.663	0.7921	0.6739	0.6639	0.4687	0.4288	0.4348	0.789
42	efficientnet_dct	0.5586	0.8806	0.6602	0.9064	0.6635	0.4944	0.4664	0.3791	0.502	0.7922	0.4928	0.6617	0.768	0.5485	0.0319	0.0596	0.6133	0.6611	0.4639	0.6315	0.6066	0.2301	0.4529	0.576	0.4885	0.6617	0.7628	0.6576	0.6624	0.5214	0.3963	0.4301	0.752
43	convnext_qt	0.5564	0.8803	0.6571	0.9408	0.6639	0.5124	0.4784	0.153	0.5098	0.7892	0.4875	0.6533	0.7675	0.7411	0	0.0028	0.5933	0.6558	0.5339	0.6297	0.5957	0.1567	0.5541	0.5463	0.4448	0.6575	0.5174	0.6617	0.6584	0.6543	0.4268	0.5282	0.7519
44	efficientnet_bayer	0.5324	0.8756	0.6564	0.9008	0.6611	0.4594	0.312	0.3082	0.4745	0.7908	0.4291	0.6498	0.7723	0.5403	0.053	0.0486	0.5639	0.6552	0.459	0.5863	0.566	0.2286	0.4235	0.5299	0.43	0.6574	0.7147	0.6459	0.655	0.4966	0.3628	0.4121	0.718

🔢 Ranking by Average AUC

Rank	Model	Average AUC	FaceForensics++c40	FF-FS_test	DeepFakeDetection_test	UADFV_test	GenImage_glide	Columbia	Tampered-IC13_test	DiffusionForensics_test	Celeb-DF-v2_test	GenImage_BigGAN	FF-DF_test	Celeb-DF-v1_test	IMD2020	T-SROIE_test	RealTextManipulation_test	GenImage_sd14	FF-F2F_test	COVERAGE	GenImage_wukong	GenImage_sd15	OSTF_test	GenImage_Midjourney	GenImage_all	GenImage_VQDM	FF-NT_test	GenImage_ADM	DFDC_test	FaceShifter_test	Autosplice	NIST16	Cocoglide	DFDCP_test
1	convnext	0.8625	0.794	0.9945	0.9111	0.8052	0.9997	0.6247	0.9566	0.8946	0.7842	1	0.9958	0.7179	0.5981	0.9937	0.7623	1	0.9911	0.4893	0.9997	0.9999	0.8488	0.9991	0.9998	1	0.9811	0.9999	0.7465	0.7559	0.8251	0.5285	0.7615	0.8417
2	ffdn	0.8585	0.7138	0.9968	0.8706	0.7707	1	0.5531	0.9752	0.9985	0.6986	1	0.9967	0.7063	0.6242	0.9972	0.7823	1	0.9907	0.522	1	1	0.8925	0.9996	0.9999	1	0.9798	1	0.7118	0.7405	0.9271	0.5736	0.6811	0.7686
3	segformer	0.8539	0.7394	0.9926	0.8852	0.8893	0.999	0.5577	0.9562	0.8465	0.7985	0.9998	0.993	0.7699	0.5942	0.9798	0.7052	0.9993	0.9895	0.5007	0.9966	0.999	0.856	0.995	0.9985	0.9992	0.9623	0.9997	0.7258	0.7194	0.8195	0.5017	0.7853	0.7707
4	swin	0.8532	0.7713	0.9885	0.9013	0.7211	0.9996	0.636	0.9655	0.9145	0.7464	0.9999	0.9922	0.7035	0.6315	0.9895	0.7576	0.9999	0.9877	0.5052	0.999	0.9998	0.8565	0.9978	0.9995	0.9998	0.9688	0.9999	0.754	0.6551	0.8638	0.3614	0.8155	0.8204
5	segformer_maxpooling	0.8376	0.6905	0.9859	0.8617	0.8297	0.9988	0.4087	0.9581	0.8048	0.7478	0.9996	0.9898	0.7497	0.5623	0.98	0.7365	0.9991	0.987	0.4983	0.9962	0.9991	0.8658	0.992	0.998	0.9989	0.9562	0.9995	0.7175	0.7005	0.8239	0.4241	0.7574	0.7868
6	mesorch	0.8327	0.7669	0.9829	0.8667	0.8888	0.9975	0.2849	0.9545	0.6295	0.8138	0.9993	0.9912	0.803	0.5698	0.9819	0.7389	0.9984	0.9831	0.4955	0.9946	0.9981	0.8191	0.9874	0.9964	0.9966	0.9559	0.9992	0.7604	0.6653	0.7728	0.494	0.6533	0.8073
7	segformer_dct	0.8257	0.7816	0.9671	0.8462	0.9147	0.9875	0.402	0.927	0.6244	0.7621	0.9941	0.974	0.809	0.5733	0.9687	0.7231	0.9924	0.9624	0.4975	0.9831	0.9914	0.7928	0.9664	0.9858	0.9741	0.9211	0.9957	0.7328	0.6029	0.7759	0.5687	0.6454	0.778
8	spsl	0.8225	0.7304	0.9741	0.8761	0.8776	0.9904	0.4193	0.8876	0.7703	0.7263	0.9987	0.9819	0.6905	0.5452	0.972	0.7384	0.9916	0.9659	0.4935	0.9845	0.991	0.7693	0.9652	0.987	0.9791	0.9326	0.9935	0.7063	0.6317	0.7593	0.5569	0.6749	0.7582
9	swin_dct	0.8202	0.8108	0.9613	0.8412	0.8797	0.9813	0.4741	0.9103	0.6621	0.7252	0.989	0.9654	0.7961	0.5651	0.9696	0.7298	0.9919	0.9582	0.4817	0.9861	0.9894	0.7628	0.9564	0.9804	0.9487	0.8642	0.9984	0.7548	0.5836	0.7591	0.5672	0.627	0.7755
10	xception	0.8196	0.7281	0.9708	0.8696	0.8855	0.9857	0.4654	0.8772	0.7574	0.7194	0.997	0.976	0.7082	0.5365	0.9656	0.7341	0.9866	0.967	0.4907	0.9786	0.9854	0.762	0.9488	0.9797	0.963	0.9246	0.9898	0.7023	0.6049	0.7564	0.5823	0.6657	0.7637
11	xception_dct	0.8183	0.7219	0.9703	0.859	0.8534	0.9854	0.4902	0.8788	0.75	0.7247	0.9964	0.9796	0.6883	0.5354	0.9639	0.7348	0.987	0.9641	0.5058	0.9794	0.9862	0.7605	0.9519	0.9797	0.9588	0.9289	0.9895	0.7073	0.6083	0.7476	0.5834	0.6748	0.7412
12	mvss	0.8151	0.7128	0.9861	0.8566	0.7371	0.9962	0.2983	0.9135	0.6715	0.7001	0.9998	0.9916	0.6548	0.5392	0.9776	0.7411	0.9961	0.9809	0.4808	0.9906	0.9959	0.8057	0.9785	0.994	0.9956	0.9533	0.9986	0.7075	0.6961	0.7955	0.5273	0.6826	0.7266
13	imlvit	0.8117	0.7503	0.9729	0.8506	0.7024	0.989	0.4827	0.9228	0.6268	0.726	0.9994	0.9725	0.7633	0.556	0.9716	0.703	0.9962	0.9632	0.4975	0.9885	0.9966	0.8003	0.9603	0.991	0.9965	0.9065	0.9986	0.7084	0.5598	0.8188	0.4841	0.6566	0.6631
14	trufor	0.8083	0.6418	0.9602	0.8316	0.7458	0.9968	0.3063	0.9195	0.726	0.6981	0.9977	0.9677	0.6829	0.5644	0.9793	0.7317	0.9973	0.9674	0.4919	0.9924	0.9974	0.8051	0.9896	0.9958	0.9966	0.9311	0.998	0.6698	0.6289	0.8075	0.3684	0.7101	0.7686
15	xception_bayer	0.8028	0.7337	0.9601	0.8468	0.8805	0.9774	0.4157	0.8784	0.7028	0.7118	0.9913	0.9688	0.7138	0.5357	0.9558	0.7188	0.9683	0.9542	0.4825	0.9604	0.966	0.7625	0.9148	0.9575	0.906	0.9041	0.9717	0.6868	0.5971	0.7125	0.5559	0.6593	0.7391
16	xception_sobel	0.7903	0.7497	0.9314	0.7918	0.8646	0.9656	0.4641	0.8471	0.6236	0.7528	0.9898	0.9551	0.7413	0.5516	0.9545	0.715	0.9518	0.933	0.4856	0.9484	0.9516	0.7159	0.8593	0.9378	0.8476	0.8695	0.9829	0.693	0.601	0.687	0.5716	0.614	0.741
17	convnext_bayer	0.7804	0.7754	0.8677	0.7977	0.7436	0.9642	0.3908	0.8307	0.6679	0.7319	0.9935	0.9335	0.7457	0.5182	0.9579	0.7146	0.9488	0.8825	0.494	0.9445	0.947	0.7041	0.8763	0.9503	0.9452	0.8299	0.9849	0.6623	0.5555	0.6839	0.5569	0.6352	0.7391
18	swin_qt	0.7761	0.8082	0.8955	0.74	0.8451	0.9274	0.4277	0.8754	0.6507	0.7379	0.9265	0.9259	0.782	0.5165	0.9524	0.7244	0.9653	0.8709	0.4945	0.9643	0.9643	0.7426	0.8445	0.9263	0.8084	0.7174	0.9936	0.6816	0.5507	0.6598	0.5962	0.5678	0.7524
19	convnext_dct	0.7746	0.8353	0.9177	0.7526	0.7924	0.9376	0.4377	0.85	0.6608	0.6573	0.9552	0.9474	0.6156	0.5205	0.9547	0.7116	0.9816	0.904	0.4873	0.9695	0.9813	0.7165	0.8904	0.9494	0.8769	0.8079	0.9877	0.7222	0.4675	0.6804	0.5666	0.5448	0.7068
20	segformer_bayer	0.7734	0.7619	0.8839	0.8085	0.7271	0.9555	0.4499	0.8492	0.6323	0.6761	0.9897	0.924	0.7302	0.5255	0.9471	0.707	0.9497	0.8711	0.5102	0.9395	0.949	0.7325	0.8822	0.9442	0.8899	0.8083	0.9953	0.6491	0.5418	0.6459	0.5753	0.6118	0.6866
21	swin_bayer	0.7678	0.7214	0.7747	0.7939	0.7154	0.9617	0.3535	0.8606	0.6745	0.7144	0.9958	0.8998	0.7598	0.5028	0.95	0.7184	0.9458	0.8542	0.5086	0.9407	0.9444	0.7374	0.8807	0.9473	0.9185	0.7838	0.9916	0.6568	0.5267	0.6486	0.575	0.6599	0.652
22	resnet	0.7589	0.6749	0.9355	0.8342	0.7697	0.9362	0.38	0.8067	0.6141	0.6835	0.9707	0.9381	0.6922	0.549	0.953	0.6888	0.9193	0.9356	0.4919	0.9284	0.9197	0.7042	0.8177	0.8653	0.7606	0.8792	0.6492	0.6784	0.6128	0.7637	0.5399	0.6292	0.7631
23	resnet_dct	0.7563	0.6886	0.9238	0.8055	0.7915	0.9156	0.453	0.7809	0.5776	0.7129	0.9353	0.9322	0.7438	0.5438	0.9569	0.6837	0.9086	0.9277	0.4898	0.9256	0.9056	0.696	0.8018	0.8503	0.7259	0.8656	0.6603	0.6767	0.6199	0.7336	0.5634	0.6308	0.7744
24	capsule_net	0.7561	0.6134	0.8002	0.699	0.7607	0.9782	0.3296	0.759	0.5456	0.6597	0.9918	0.8548	0.5273	0.5271	0.9455	0.6697	0.9839	0.8669	0.5036	0.9706	0.9819	0.7043	0.921	0.9708	0.9444	0.8386	0.992	0.64	0.6241	0.7453	0.4856	0.704	0.6557
25	segformer_sobel	0.7516	0.6992	0.8133	0.7093	0.7688	0.9436	0.5511	0.7998	0.6658	0.6545	0.9435	0.876	0.7363	0.523	0.9529	0.6974	0.9161	0.8163	0.4826	0.9119	0.9197	0.7207	0.8098	0.9027	0.7965	0.7384	0.9752	0.6371	0.6145	0.6305	0.5925	0.5937	0.6598
26	univfd	0.7508	0.6897	0.8712	0.7977	0.8905	0.8521	0.886	0.7401	0.7417	0.671	0.8831	0.9306	0.6599	0.7855	0.9384	0.5686	0.8412	0.6447	0.4993	0.8288	0.8395	0.6841	0.7248	0.8132	0.7591	0.5486	0.7675	0.6329	0.6563	0.7848	0.7152	0.7061	0.6735
27	swin_sobel	0.7454	0.641	0.7327	0.6674	0.6443	0.9649	0.444	0.8125	0.7088	0.6623	0.9644	0.8592	0.7056	0.5132	0.9571	0.7071	0.9185	0.7905	0.4989	0.9256	0.9206	0.713	0.8367	0.9134	0.7879	0.7366	0.9859	0.6516	0.6563	0.6173	0.617	0.6198	0.6782
28	segformer_qt	0.7399	0.8008	0.8289	0.6143	0.795	0.9111	0.4544	0.7799	0.6298	0.646	0.9191	0.8849	0.7028	0.528	0.9582	0.7189	0.954	0.7895	0.4937	0.9488	0.9525	0.6539	0.7938	0.9111	0.8122	0.6317	0.9824	0.6367	0.608	0.6221	0.5791	0.5216	0.6123
29	resnet_maxpooling	0.7369	0.6811	0.8787	0.7932	0.8288	0.8542	0.4815	0.7514	0.6188	0.73	0.9241	0.9138	0.7816	0.5332	0.9511	0.6621	0.833	0.9262	0.526	0.8679	0.8335	0.681	0.7072	0.7971	0.7309	0.7874	0.6112	0.6535	0.5965	0.7376	0.5807	0.5837	0.7445
30	xception_qt	0.7364	0.7184	0.834	0.6585	0.8	0.9018	0.4489	0.755	0.5593	0.6672	0.8997	0.8655	0.8022	0.5264	0.9537	0.6893	0.9381	0.861	0.4982	0.9346	0.9368	0.6829	0.7634	0.8857	0.7357	0.7523	0.9569	0.6366	0.464	0.7208	0.5947	0.5642	0.5576
31	convnext_sobel	0.7293	0.6529	0.7616	0.6826	0.5697	0.9308	0.6064	0.7574	0.6827	0.6174	0.9961	0.8762	0.6517	0.4975	0.9528	0.6718	0.8756	0.8215	0.5013	0.8827	0.8762	0.689	0.7215	0.8713	0.7102	0.7589	0.9727	0.632	0.6614	0.644	0.5517	0.6147	0.6443
32	recce	0.7246	0.6338	0.8479	0.7273	0.8158	0.9074	0.5056	0.7968	0.6841	0.6021	0.948	0.8151	0.5716	0.4921	0.5416	0.5552	0.9333	0.8435	0.4852	0.9266	0.9358	0.6877	0.8561	0.9058	0.8194	0.7618	0.9092	0.6247	0.5312	0.6417	0.5925	0.6161	0.6722
33	dualnet	0.7208	0.6367	0.6062	0.54	0.5297	0.993	0.2685	0.7759	0.8986	0.5524	0.9987	0.7838	0.4715	0.5166	0.9348	0.6572	0.9966	0.6853	0.5032	0.9918	0.9963	0.6579	0.9256	0.9877	0.9982	0.7066	0.9992	0.5467	0.6667	0.7481	0.3142	0.6192	0.5589
34	resnet_sobel	0.7079	0.6232	0.7233	0.6899	0.8647	0.8631	0.5207	0.7371	0.5768	0.642	0.7847	0.8273	0.5948	0.5033	0.9326	0.6432	0.8587	0.7704	0.5097	0.8639	0.8592	0.6604	0.7059	0.8189	0.6425	0.7291	0.9607	0.6021	0.5673	0.6706	0.6239	0.5814	0.7001
35	resnet_bayer	0.7062	0.6686	0.7603	0.7115	0.8159	0.9073	0.4069	0.7601	0.5868	0.642	0.8062	0.8672	0.5915	0.5236	0.9396	0.6385	0.8768	0.8552	0.4853	0.8779	0.8813	0.6805	0.7642	0.8046	0.6383	0.7822	0.6558	0.6335	0.4942	0.6784	0.6037	0.5847	0.6749
36	hifinet	0.6666	0.5871	0.5985	0.6485	0.7447	0.8299	0.745	0.7622	0.5753	0.611	0.7513	0.727	0.4557	0.5339	0.9367	0.6152	0.8199	0.664	0.5001	0.8674	0.8117	0.663	0.6184	0.7557	0.6183	0.6457	0.7067	0.6068	0.5438	0.6775	0.5033	0.5886	0.6195
37	resnet_qt	0.6571	0.656	0.568	0.6203	0.7784	0.8055	0.5485	0.7301	0.5059	0.5757	0.7757	0.8147	0.5872	0.5046	0.9445	0.6183	0.8366	0.6313	0.4896	0.8683	0.8256	0.6511	0.5709	0.7326	0.5891	0.6114	0.5549	0.5837	0.6258	0.6593	0.5245	0.5497	0.6892
38	efficientnet_qt	0.628	0.5577	0.5175	0.5953	0.5605	0.8418	0.5611	0.6969	0.5754	0.5785	0.8572	0.6257	0.4839	0.5041	0.8307	0.535	0.7425	0.5358	0.5056	0.8054	0.7431	0.6295	0.6034	0.7502	0.5158	0.5598	0.893	0.5551	0.5822	0.5984	0.5914	0.5653	0.5969
39	efficientnet_sobel	0.5757	0.5265	0.5172	0.5113	0.5484	0.6514	0.578	0.6511	0.5933	0.5176	0.6474	0.5474	0.5103	0.4885	0.9031	0.5451	0.5963	0.5389	0.4997	0.6194	0.5826	0.556	0.5139	0.6285	0.5734	0.5428	0.8565	0.553	0.5467	0.4945	0.5557	0.523	0.5036
40	efficientnet_dct	0.5612	0.5	0.5077	0.5113	0.4809	0.5268	0.657	0.6563	0.5495	0.5578	0.533	0.4991	0.5758	0.4987	0.8906	0.5396	0.6398	0.5097	0.4959	0.6549	0.6354	0.568	0.4939	0.6052	0.5195	0.5123	0.8247	0.5463	0.4982	0.4877	0.514	0.503	0.4654
41	efficientnet_bayer	0.5541	0.5035	0.502	0.5142	0.4836	0.5236	0.6273	0.6541	0.5566	0.5649	0.5087	0.4924	0.6048	0.5131	0.8915	0.515	0.622	0.5063	0.5083	0.6409	0.6228	0.5802	0.4932	0.5836	0.4977	0.5076	0.7456	0.534	0.4905	0.4964	0.5018	0.5099	0.4358
42	efficientnet	0.5523	0.5038	0.4997	0.5172	0.48	0.5229	0.6226	0.6526	0.5443	0.5352	0.5418	0.5032	0.5413	0.5065	0.8838	0.5125	0.6192	0.505	0.4891	0.6421	0.6187	0.5811	0.4852	0.5966	0.4892	0.5079	0.8417	0.51	0.478	0.4825	0.4956	0.5085	0.4543
43	convnext_qt	0.5338	0.5124	0.5207	0.5308	0.5329	0.461	0.8281	0.6676	0.4427	0.4156	0.419	0.5136	0.5681	0.5008	0.9219	0.553	0.5477	0.493	0.5028	0.6011	0.5442	0.613	0.4923	0.4886	0.373	0.513	0.4526	0.5219	0.5187	0.512	0.4846	0.4886	0.5464
44	dtd	0.5221	0.4985	0.507	0.4905	0.4989	0.5313	0.6788	0.6579	0.4571	0.5195	0.4587	0.5087	0.5763	0.4984	0.748	0.4964	0.5184	0.5224	0.4998	0.5096	0.5049	0.5949	0.5472	0.499	0.3787	0.5128	0.5423	0.4853	0.484	0.5063	0.4679	0.5098	0.4988

🔢 Ranking by Average AP

Rank	Model	Average AP	FaceForensics++c40	FF-FS_test	DeepFakeDetection_test	UADFV_test	GenImage_glide	Columbia	Tampered-IC13_test	DiffusionForensics_test	Celeb-DF-v2_test	GenImage_BigGAN	FF-DF_test	Celeb-DF-v1_test	IMD2020	T-SROIE_test	RealTextManipulation_test	GenImage_sd14	FF-F2F_test	COVERAGE	GenImage_wukong	GenImage_sd15	OSTF_test	GenImage_Midjourney	GenImage_all	GenImage_VQDM	FF-NT_test	GenImage_ADM	DFDC_test	FaceShifter_test	Autosplice	NIST16	Cocoglide	DFDCP_test
1	convnext	0.8651	0.9346	0.9958	0.9883	0.799	0.9998	0.5927	0.9478	0.9137	0.869	1	0.9968	0.8198	0.8592	0.9761	0.3104	1	0.9935	0.5024	0.9997	0.9999	0.6641	0.9991	0.9998	1	0.9846	0.9999	0.7635	0.7403	0.8894	0.4377	0.7994	0.9077
2	ffdn	0.8623	0.9055	0.9977	0.982	0.7675	1	0.5427	0.9715	0.9988	0.8066	1	0.9974	0.799	0.8748	0.9895	0.3513	1	0.9937	0.5225	1	1	0.753	0.9996	0.9999	1	0.9835	1	0.6939	0.7304	0.9484	0.4798	0.6471	0.8566
3	swin	0.8571	0.9273	0.9913	0.9867	0.7597	0.9996	0.5856	0.9562	0.9327	0.8415	0.9999	0.9934	0.7964	0.8736	0.951	0.3055	0.9999	0.9897	0.5133	0.999	0.9998	0.6571	0.9979	0.9995	0.9998	0.9731	0.9999	0.767	0.6457	0.911	0.3337	0.8465	0.8929
4	segformer	0.8533	0.9106	0.9943	0.9847	0.8894	0.9991	0.5134	0.94	0.871	0.8725	0.9998	0.9939	0.8335	0.8604	0.8975	0.2507	0.9993	0.9918	0.5124	0.9967	0.999	0.6299	0.9955	0.9986	0.9992	0.97	0.9997	0.7392	0.7017	0.8828	0.4078	0.8139	0.8587
5	segformer_maxpooling	0.8415	0.8898	0.9884	0.9803	0.7923	0.9989	0.4411	0.9344	0.8524	0.849	0.9996	0.991	0.8388	0.8356	0.8885	0.2765	0.9991	0.9893	0.5029	0.9965	0.9991	0.6188	0.9928	0.9981	0.999	0.9637	0.9996	0.7296	0.6746	0.8835	0.3561	0.7962	0.8727
6	mesorch	0.8364	0.9258	0.9867	0.9816	0.8782	0.9977	0.3801	0.9346	0.6815	0.8874	0.9992	0.9922	0.8719	0.8463	0.8989	0.2823	0.9984	0.9866	0.5045	0.995	0.9981	0.5386	0.9886	0.9967	0.9964	0.9608	0.9993	0.7879	0.6354	0.8355	0.4259	0.6813	0.8904
7	segformer_dct	0.8215	0.9292	0.9724	0.978	0.9049	0.9869	0.4218	0.8817	0.6623	0.8522	0.9935	0.9776	0.8667	0.8445	0.8147	0.2639	0.9926	0.9672	0.5025	0.9841	0.9917	0.4472	0.9686	0.9863	0.9727	0.9281	0.995	0.7728	0.579	0.8379	0.4827	0.6608	0.8696
8	mvss	0.8212	0.9006	0.9885	0.9798	0.7468	0.9966	0.3862	0.8734	0.7054	0.8138	0.9998	0.9929	0.7786	0.8327	0.8771	0.2909	0.9962	0.9857	0.494	0.9912	0.9959	0.5095	0.9808	0.9946	0.9959	0.9624	0.9987	0.7187	0.6624	0.8583	0.4441	0.7077	0.8192
9	spsl	0.8199	0.9061	0.9781	0.9834	0.8708	0.9909	0.4271	0.8315	0.7777	0.8272	0.9988	0.9836	0.7991	0.8354	0.8507	0.2759	0.992	0.9708	0.4951	0.9855	0.9912	0.4407	0.9673	0.9879	0.9801	0.9411	0.9936	0.7383	0.5866	0.8317	0.4421	0.7042	0.8537
10	swin_dct	0.8166	0.941	0.9669	0.9772	0.8607	0.9798	0.5106	0.8539	0.6742	0.8261	0.9878	0.9701	0.8692	0.8456	0.8316	0.269	0.9925	0.9612	0.4928	0.9873	0.9901	0.4227	0.9571	0.9815	0.9445	0.8569	0.9987	0.7895	0.5765	0.8248	0.4772	0.6486	0.8652
11	xception	0.8155	0.9054	0.9737	0.9821	0.8745	0.9863	0.4579	0.8089	0.7603	0.8183	0.997	0.9776	0.8021	0.828	0.8113	0.2739	0.9873	0.9704	0.4985	0.9801	0.9858	0.4258	0.9517	0.9813	0.9645	0.9307	0.9904	0.736	0.5698	0.8268	0.4894	0.6965	0.853
12	xception_dct	0.8145	0.904	0.9738	0.9803	0.8264	0.9861	0.4749	0.8137	0.7548	0.8233	0.9964	0.9814	0.7999	0.8253	0.806	0.2754	0.9877	0.9683	0.507	0.981	0.9866	0.413	0.9543	0.9812	0.9606	0.9373	0.9899	0.7356	0.5678	0.8206	0.5137	0.6989	0.8374
13	imlvit	0.8131	0.9168	0.9784	0.9795	0.6959	0.989	0.4994	0.8708	0.692	0.8244	0.9995	0.9757	0.8401	0.8344	0.8464	0.252	0.9963	0.9687	0.5111	0.989	0.9966	0.4735	0.963	0.992	0.9965	0.9114	0.9987	0.7311	0.5257	0.8829	0.4164	0.6866	0.7868
14	trufor	0.8119	0.8682	0.9564	0.9752	0.706	0.9963	0.3751	0.8597	0.7769	0.812	0.9975	0.9662	0.792	0.846	0.8794	0.2673	0.997	0.9645	0.5045	0.9927	0.9972	0.4726	0.9886	0.9956	0.9964	0.9281	0.9977	0.6806	0.5875	0.864	0.3421	0.7455	0.8533
15	xception_bayer	0.8002	0.908	0.9648	0.9788	0.8858	0.9779	0.4375	0.8136	0.7037	0.8105	0.9906	0.9717	0.8088	0.8292	0.7677	0.2655	0.9711	0.9581	0.5054	0.9644	0.9692	0.4092	0.9181	0.9611	0.9043	0.9061	0.9739	0.7185	0.563	0.802	0.4371	0.6865	0.8451
16	xception_sobel	0.7843	0.9163	0.9363	0.9682	0.8708	0.9686	0.4813	0.7519	0.637	0.8318	0.9905	0.9591	0.7981	0.8361	0.766	0.2555	0.9568	0.9371	0.4959	0.9541	0.9571	0.333	0.865	0.9462	0.846	0.8723	0.9864	0.7258	0.5789	0.7774	0.4349	0.6203	0.8423
17	convnext_bayer	0.7764	0.929	0.8689	0.9695	0.7045	0.968	0.4253	0.7324	0.6841	0.8319	0.994	0.9402	0.8311	0.8213	0.7774	0.2475	0.9525	0.8862	0.501	0.9489	0.9504	0.3184	0.8843	0.9562	0.9499	0.8166	0.9868	0.6896	0.5333	0.7781	0.4583	0.6699	0.839
18	swin_qt	0.7711	0.9421	0.9073	0.9595	0.8644	0.9231	0.4505	0.7839	0.6437	0.8323	0.9151	0.9377	0.8543	0.8263	0.7462	0.2661	0.9684	0.8776	0.5024	0.9691	0.9679	0.3573	0.8424	0.9339	0.7995	0.6956	0.9948	0.7182	0.5454	0.7507	0.4745	0.5766	0.8485
19	segformer_bayer	0.7708	0.9237	0.8831	0.9722	0.7083	0.9578	0.4709	0.771	0.6434	0.7956	0.9902	0.9324	0.8179	0.8275	0.7374	0.2482	0.9537	0.8758	0.5148	0.9446	0.9519	0.3562	0.8864	0.9509	0.9011	0.8109	0.9961	0.6883	0.5152	0.7412	0.4484	0.636	0.8157
20	convnext_dct	0.7696	0.9506	0.9312	0.9594	0.786	0.9351	0.4623	0.7617	0.6621	0.77	0.9492	0.9561	0.7168	0.8302	0.7421	0.2506	0.9824	0.9046	0.494	0.9725	0.9822	0.3318	0.886	0.9526	0.8722	0.7832	0.9883	0.7591	0.4814	0.7668	0.4453	0.5581	0.8046
21	swin_bayer	0.7659	0.9075	0.743	0.9699	0.6545	0.9644	0.4332	0.7667	0.686	0.8252	0.9961	0.9075	0.8431	0.8152	0.7467	0.2529	0.9485	0.8508	0.5078	0.9455	0.9477	0.3499	0.888	0.9536	0.9265	0.7803	0.9923	0.6953	0.5028	0.7498	0.473	0.6905	0.7931
22	capsule_net	0.7525	0.8571	0.7717	0.9377	0.7241	0.9767	0.4162	0.6085	0.5789	0.7585	0.9891	0.8395	0.6172	0.8288	0.7344	0.242	0.9824	0.8593	0.5142	0.9697	0.9816	0.3072	0.9244	0.9708	0.9343	0.8292	0.9896	0.6554	0.582	0.817	0.4051	0.7124	0.7661
23	univfd	0.7513	0.9036	0.8981	0.9721	0.8847	0.8504	0.892	0.6454	0.7429	0.7962	0.8996	0.9449	0.7866	0.9417	0.6804	0.1675	0.8328	0.6798	0.515	0.8279	0.8311	0.3096	0.7276	0.8197	0.7768	0.5488	0.7639	0.6839	0.6896	0.8684	0.6216	0.7353	0.8029
24	swin_sobel	0.7479	0.8755	0.7203	0.9443	0.6351	0.9688	0.4584	0.7004	0.7235	0.7743	0.9633	0.8711	0.7935	0.8203	0.7709	0.2443	0.9263	0.7847	0.5161	0.9348	0.9278	0.3283	0.8547	0.9257	0.7885	0.715	0.9886	0.6769	0.6213	0.7251	0.5166	0.6525	0.7852
25	segformer_sobel	0.7476	0.8996	0.7999	0.9532	0.7664	0.9472	0.5273	0.6306	0.6711	0.7725	0.9428	0.8891	0.8096	0.8262	0.7521	0.2357	0.9242	0.8125	0.4942	0.9218	0.9271	0.3167	0.8188	0.9143	0.7958	0.7201	0.9801	0.6715	0.5827	0.7286	0.4821	0.6165	0.7924
26	segformer_qt	0.7361	0.9404	0.8412	0.9292	0.7986	0.9062	0.4723	0.6468	0.6243	0.7581	0.9098	0.8992	0.776	0.8299	0.7605	0.2595	0.9581	0.7724	0.5005	0.9548	0.9568	0.2646	0.7878	0.9201	0.8032	0.5979	0.9864	0.6793	0.5837	0.7134	0.47	0.5288	0.7266
27	xception_qt	0.7337	0.9074	0.8421	0.9407	0.8342	0.8926	0.4678	0.5851	0.561	0.7727	0.8866	0.8837	0.8572	0.8245	0.7442	0.2405	0.9431	0.865	0.5121	0.9421	0.9425	0.2731	0.7661	0.8969	0.7186	0.7377	0.9655	0.6683	0.4672	0.7967	0.4724	0.5652	0.7047
28	convnext_sobel	0.7316	0.8805	0.7498	0.9474	0.5711	0.9392	0.6085	0.5791	0.6855	0.7538	0.9967	0.892	0.7658	0.814	0.7361	0.2272	0.8784	0.8303	0.5144	0.8894	0.8796	0.2927	0.751	0.8924	0.7072	0.7525	0.9776	0.6602	0.6323	0.7525	0.4463	0.6365	0.7708
29	resnet	0.7301	0.8491	0.8252	0.979	0.645	0.9375	0.4175	0.6777	0.6103	0.7629	0.9703	0.8267	0.7237	0.839	0.7496	0.2406	0.9214	0.8259	0.5134	0.9309	0.9219	0.3243	0.8308	0.8783	0.7511	0.7852	0.6475	0.6335	0.6196	0.8348	0.4475	0.6509	0.7937
30	recce	0.7293	0.8661	0.8535	0.9562	0.8388	0.9059	0.5172	0.6959	0.6735	0.747	0.9531	0.8238	0.6921	0.8048	0.3067	0.169	0.9347	0.8497	0.5017	0.928	0.9375	0.3105	0.8606	0.9108	0.8257	0.7436	0.9049	0.6535	0.5144	0.7501	0.4789	0.6211	0.8077
31	resnet_maxpooling	0.7259	0.8894	0.8829	0.9694	0.7802	0.8496	0.5004	0.5712	0.6154	0.8252	0.9274	0.9194	0.8507	0.8318	0.7466	0.2285	0.8335	0.9315	0.5244	0.8691	0.8339	0.2862	0.7135	0.8064	0.718	0.7787	0.5928	0.6744	0.5683	0.8115	0.4718	0.5838	0.8421
32	resnet_dct	0.7258	0.8586	0.8188	0.9748	0.6788	0.9169	0.472	0.6425	0.5714	0.7925	0.9315	0.8247	0.7677	0.8385	0.741	0.2265	0.913	0.8225	0.5018	0.9279	0.9103	0.3088	0.8089	0.8615	0.7153	0.7769	0.6685	0.6359	0.6216	0.8182	0.4421	0.6438	0.794
33	dualnet	0.7251	0.8686	0.5908	0.9019	0.5442	0.9939	0.3658	0.6143	0.9172	0.6909	0.9988	0.7727	0.6089	0.8166	0.6461	0.2269	0.9966	0.6642	0.5115	0.9924	0.9966	0.2776	0.9317	0.9897	0.9973	0.6933	0.9992	0.5398	0.6324	0.8129	0.2871	0.648	0.6757
34	resnet_sobel	0.6905	0.8457	0.6823	0.9464	0.8432	0.8588	0.5184	0.5491	0.5763	0.7528	0.7631	0.7727	0.6907	0.8129	0.64	0.2004	0.8461	0.7126	0.5109	0.8515	0.8468	0.2638	0.6941	0.8307	0.6258	0.6664	0.9713	0.6104	0.5658	0.762	0.5066	0.591	0.7887
35	resnet_bayer	0.6858	0.8612	0.6942	0.9557	0.7553	0.9106	0.4307	0.5835	0.5878	0.7397	0.7959	0.7829	0.6593	0.8232	0.6763	0.203	0.8719	0.7734	0.5026	0.8761	0.8796	0.2752	0.7641	0.8129	0.6268	0.7148	0.6593	0.6124	0.5105	0.776	0.5046	0.6037	0.7239
36	hifinet	0.6578	0.8403	0.5757	0.9253	0.6913	0.8329	0.6722	0.6099	0.5702	0.72	0.7324	0.7092	0.5464	0.8337	0.6592	0.1811	0.822	0.6475	0.5062	0.8747	0.8168	0.2764	0.6301	0.7667	0.6065	0.621	0.7044	0.6193	0.5471	0.7715	0.4097	0.5863	0.7434
37	resnet_qt	0.6497	0.8825	0.5908	0.9284	0.7607	0.7792	0.5215	0.5518	0.4933	0.7071	0.7313	0.8299	0.6587	0.8129	0.7031	0.1845	0.8408	0.6144	0.4917	0.8726	0.8293	0.2499	0.5799	0.7428	0.5647	0.5936	0.5511	0.6039	0.6133	0.7325	0.4335	0.5443	0.7972
38	efficientnet_qt	0.6169	0.8301	0.5159	0.917	0.537	0.8177	0.5296	0.4991	0.5566	0.704	0.827	0.6196	0.5721	0.8237	0.4778	0.1399	0.7065	0.5274	0.5052	0.7727	0.7067	0.2368	0.5895	0.7551	0.5204	0.5494	0.9137	0.567	0.5635	0.6814	0.4693	0.5737	0.7346
39	efficientnet_sobel	0.5708	0.8135	0.5201	0.8983	0.5499	0.6629	0.5361	0.4285	0.5792	0.6688	0.6452	0.5463	0.5994	0.8045	0.5068	0.1413	0.556	0.5355	0.4892	0.5821	0.5505	0.1811	0.5284	0.6294	0.5864	0.5365	0.8538	0.5626	0.5357	0.6039	0.4437	0.5359	0.6554
40	efficientnet_dct	0.5579	0.8006	0.5036	0.8968	0.4877	0.5315	0.639	0.4577	0.528	0.6924	0.5226	0.4978	0.6301	0.8218	0.497	0.1454	0.6031	0.5104	0.5044	0.6225	0.608	0.1959	0.503	0.6046	0.5176	0.5119	0.8292	0.5515	0.4984	0.6027	0.3928	0.5118	0.6339
41	efficientnet_bayer	0.5502	0.802	0.5021	0.8985	0.4931	0.5275	0.5957	0.4583	0.5315	0.6965	0.507	0.4943	0.6874	0.8235	0.4841	0.1369	0.5844	0.5121	0.5072	0.6055	0.5863	0.2039	0.5045	0.5714	0.505	0.5082	0.723	0.5316	0.4943	0.6073	0.4114	0.5149	0.5985
42	efficientnet	0.5486	0.8017	0.5024	0.8978	0.489	0.5265	0.5985	0.4549	0.5219	0.6702	0.5266	0.5068	0.6285	0.8212	0.4367	0.1355	0.5747	0.5062	0.5112	0.6059	0.5795	0.2082	0.4968	0.5926	0.4862	0.5082	0.8408	0.5173	0.4811	0.599	0.3934	0.5133	0.6221
43	convnext_qt	0.5439	0.8088	0.509	0.9033	0.5483	0.5104	0.7777	0.4509	0.4613	0.591	0.458	0.5189	0.6155	0.8199	0.6068	0.15	0.5582	0.4983	0.5151	0.6023	0.5511	0.2128	0.5047	0.5127	0.4226	0.5137	0.4771	0.5541	0.5247	0.63	0.3865	0.4933	0.719
44	dtd	0.5304	0.798	0.5036	0.8927	0.5024	0.5555	0.6274	0.4721	0.4722	0.6721	0.4759	0.5038	0.6811	0.8127	0.3831	0.1277	0.5159	0.5213	0.5085	0.5126	0.5072	0.211	0.5595	0.5126	0.4235	0.5117	0.5527	0.5085	0.4879	0.6228	0.3692	0.5113	0.6574

🔢 Ranking by Average MCC

Rank	Model	Average MCC	FaceForensics++c40	FF-FS_test	DeepFakeDetection_test	UADFV_test	GenImage_glide	Columbia	Tampered-IC13_test	DiffusionForensics_test	Celeb-DF-v2_test	GenImage_BigGAN	FF-DF_test	Celeb-DF-v1_test	IMD2020	T-SROIE_test	RealTextManipulation_test	GenImage_sd14	FF-F2F_test	COVERAGE	GenImage_wukong	GenImage_sd15	OSTF_test	GenImage_Midjourney	GenImage_all	GenImage_VQDM	FF-NT_test	GenImage_ADM	DFDC_test	FaceShifter_test	Autosplice	NIST16	Cocoglide	DFDCP_test
1	convnext	0.6138	0.3618	0.9031	0.5096	0.4463	0.986	0.2082	0.8016	0.5106	0.3958	0.9945	0.9078	0.2434	0.0975	0.8805	0.2598	0.995	0.8965	0	0.9845	0.9934	0.5187	0.9692	0.9884	0.992	0.8588	0.9915	0.3446	0.2912	0.417	0.0345	0.3661	0.4943
2	ffdn	0.6076	0.247	0.9387	0.4204	0.3844	0.9953	0.0115	0.8701	0.9756	0.2594	0.9957	0.9372	0.2181	0.1035	0.9296	0.2616	0.997	0.9243	0.0395	0.9957	0.9968	0.6037	0.9811	0.9942	0.995	0.8677	0.996	0.2998	0.2665	0.4149	0.0814	0.0732	0.3691
3	swin	0.5934	0.3222	0.8362	0.4884	0.2765	0.9852	0.2101	0.8185	0.687	0.348	0.9869	0.8449	0.2402	0.1417	0.8335	0.2515	0.9869	0.8387	-0.0101	0.9747	0.9829	0.5192	0.9596	0.981	0.9866	0.7916	0.9847	0.362	0.2036	0.4883	-0.2486	0.4524	0.4651
4	mesorch	0.5626	0.2969	0.8442	0.3853	0.6042	0.9534	-0.1128	0.7718	0.2698	0.4519	0.9715	0.8692	0.4294	0.0445	0.7873	0.2151	0.964	0.85	0	0.928	0.9594	0.3826	0.8762	0.9465	0.9467	0.7721	0.9718	0.3758	0.1786	0.2977	0.0854	0.2462	0.4417
5	segformer_maxpooling	0.5583	0.2093	0.8107	0.4047	0.5135	0.9586	-0.1709	0.7812	0.5317	0.3266	0.9678	0.8208	0.2819	0.0427	0.7741	0.2234	0.9651	0.8143	-0.0203	0.9404	0.9652	0.4612	0.9138	0.9549	0.9627	0.7536	0.963	0.3144	0.2413	0.4503	-0.1222	0.4309	0.4022
6	mvss	0.5201	0.2549	0.8115	0.3883	0.3347	0.9413	-0.1449	0.6728	0.2806	0.2676	0.9622	0.823	0.1643	0.0246	0.7176	0.2231	0.9399	0.8019	0	0.9006	0.9399	0.3831	0.8491	0.9282	0.9354	0.7477	0.9581	0.2809	0.239	0.3436	0.0962	0.2637	0.3155
7	trufor	0.5123	0.1574	0.7751	0.3189	0.366	0.9477	-0.2839	0.6709	0.386	0.2633	0.956	0.7891	0.1973	0.0714	0.7684	0.2123	0.9531	0.7956	0.0211	0.9142	0.9576	0.345	0.9006	0.9425	0.9465	0.7147	0.9613	0.2368	0.1237	0.3772	-0.1211	0.3375	0.3899
8	spsl	0.51	0.2615	0.804	0.4017	0.5731	0.9026	-0.201	0.5912	0.3564	0.3132	0.936	0.826	0.2252	0.0385	0.7057	0.2206	0.9043	0.7886	-0.031	0.8721	0.9028	0.3105	0.7969	0.8843	0.8447	0.7186	0.9142	0.2812	0.1139	0.3273	0.1128	0.2747	0.3479
9	imlvit	0.505	0.266	0.8113	0.3725	0.2694	0.9049	0.0131	0.6305	0.2897	0.295	0.9646	0.8026	0.3838	0.0304	0.5643	0.1484	0.9463	0.787	0.0111	0.8905	0.9469	0.3452	0.7739	0.9167	0.9486	0.6586	0.96	0.3021	0.0129	0.3897	0.0663	0.25	0.2091
10	segformer_dct	0.5002	0.3563	0.6441	0.3708	0.6034	0.8851	-0.1824	0.6602	0.2225	0.3712	0.9093	0.6571	0.4127	0.058	0.7172	0.2178	0.8972	0.6433	0	0.8615	0.8944	0.3226	0.8041	0.8739	0.8305	0.5982	0.906	0.2764	0.132	0.393	0.1215	0.2058	0.3428
11	xception_dct	0.4966	0.2511	0.7749	0.386	0.549	0.877	-0.0393	0.5956	0.3295	0.3266	0.9151	0.7925	0.2248	0.0274	0.6032	0.2126	0.8742	0.7649	0.0206	0.8473	0.8783	0.3004	0.755	0.8508	0.7703	0.6994	0.8894	0.287	0.1129	0.3038	0.1233	0.2577	0.3297
12	xception	0.4937	0.2664	0.7345	0.407	0.5657	0.8817	-0.0739	0.5696	0.3312	0.3095	0.9224	0.7411	0.275	0.0136	0.6438	0.2156	0.8786	0.7313	-0.053	0.8482	0.88	0.3048	0.7462	0.8534	0.7801	0.6629	0.89	0.2874	0.1317	0.2999	0.1186	0.2584	0.3767
13	swin_dct	0.4918	0.3986	0.6421	0.3643	0.5437	0.865	0.0238	0.6565	0.2304	0.3021	0.9038	0.6503	0.3786	0.0413	0.6738	0.2066	0.9092	0.6522	-0.0475	0.8838	0.9014	0.3143	0.7444	0.8568	0.7153	0.549	0.9365	0.3491	0.1202	0.2836	0.1098	0.1933	0.3868
14	xception_bayer	0.4551	0.2724	0.6978	0.3663	0.557	0.838	-0.0921	0.5616	0.2651	0.291	0.8686	0.7144	0.2806	0.0095	0.5583	0.1959	0.8064	0.696	-0.0228	0.787	0.8035	0.2814	0.662	0.7762	0.6329	0.6177	0.8202	0.2607	0.1142	0.2609	0.1051	0.2501	0.3273
15	segformer	0.4492	0.2818	0.6015	0.3531	0.3071	0.7698	0.1527	0.5364	0.4891	0.1718	0.7738	0.6047	0.161	0.1054	0.5412	0.1359	0.772	0.5976	-0.0308	0.7704	0.7726	0.2732	0.7705	0.771	0.775	0.5695	0.7632	0.2631	0.3186	0.2685	0.0279	0.37	0.3367
16	xception_sobel	0.4239	0.2895	0.6193	0.2966	0.4832	0.7943	-0.0438	0.4928	0.1858	0.3712	0.8619	0.6478	0.3343	0.034	0.5803	0.1826	0.7515	0.6202	-0.0326	0.7539	0.7582	0.2019	0.5456	0.7232	0.5072	0.5412	0.8393	0.2535	0.1472	0.2362	0.1033	0.1667	0.3169
17	convnext_bayer	0.4149	0.3387	0.524	0.3057	0.4077	0.7922	-0.1108	0.4296	0.2381	0.3168	0.8707	0.5995	0.2614	0.0213	0.6294	0.1755	0.747	0.5451	-0.0429	0.7331	0.7473	0.1932	0.5868	0.755	0.7392	0.4877	0.8469	0.2273	0.0863	0.2261	0.0556	0.2196	0.3244
18	capsule_net	0.4033	0.1194	0.4518	0.1863	0.368	0.856	-0.1579	0.2961	0.0949	0.2077	0.8986	0.5289	0.1064	0.0378	0.5791	0.1898	0.8675	0.5231	-0.0241	0.8253	0.8562	0.1855	0.6898	0.8275	0.7432	0.5044	0.89	0.1984	0.1967	0.343	-0.0214	0.3058	0.2324
19	segformer_bayer	0.4002	0.3013	0.6072	0.3045	0.282	0.7588	-0.0601	0.5176	0.1761	0.2319	0.9024	0.6747	0.3304	0.0232	0.4851	0.1471	0.7326	0.5672	0.0146	0.7071	0.7377	0.2521	0.5404	0.7327	0.5862	0.4646	0.9302	0.217	0.036	0.1469	0.0484	0.1748	0.2358
20	convnext_dct	0.3961	0.423	0.4865	0.2436	0.4094	0.7211	-0.0853	0.52	0.2154	0.2248	0.7716	0.5144	0.172	0.0231	0.5746	0.1842	0.8496	0.5039	-0.0208	0.8021	0.841	0.2337	0.591	0.7497	0.5578	0.4303	0.8635	0.298	-0.0541	0.2248	0.0746	0.07	0.2602
21	swin_bayer	0.3829	0.2567	0.3656	0.2095	0.3654	0.7807	-0.1134	0.5347	0.2439	0.256	0.8484	0.4179	0.2778	0.012	0.5842	0.1786	0.7454	0.4055	0.022	0.7234	0.7438	0.2568	0.5986	0.7431	0.6758	0.3505	0.8456	0.1821	0.0609	0.1965	0.1074	0.2215	0.1563
22	swin_qt	0.3824	0.3707	0.4464	0.2105	0.351	0.7066	-0.0575	0.5608	0.1996	0.3293	0.7048	0.4781	0.3269	0.0182	0.6293	0.1922	0.7882	0.4364	-0.0214	0.7772	0.7846	0.2597	0.5189	0.6958	0.4452	0.2956	0.8509	0.1892	0.0663	0.2039	0.1216	0.0787	0.2799
23	resnet	0.3629	0.2106	0.6304	0.3782	0.3896	0.698	-0.2476	0.4115	0.1527	0.267	0.7581	0.6352	0.2455	0.0695	0.4659	0.1436	0.6668	0.6298	-0.02	0.6742	0.6599	0.2228	0.4809	0.5619	0.3817	0.5528	0.2016	0.253	0.1553	0.37	0.0473	0.182	0.3855
24	resnet_dct	0.3593	0.2301	0.5958	0.3101	0.4341	0.6521	-0.0739	0.3746	0.1046	0.3064	0.7034	0.6099	0.3437	0.0254	0.5157	0.1446	0.6367	0.6005	-0.01	0.6705	0.6295	0.2032	0.4478	0.5352	0.3316	0.5153	0.2304	0.2418	0.1715	0.317	0.1147	0.1957	0.3899
25	segformer_sobel	0.354	0.2328	0.4508	0.1784	0.3661	0.719	0.0111	0.3908	0.238	0.2032	0.7279	0.4856	0.2429	0.0235	0.6224	0.1552	0.6706	0.4401	0.0101	0.6504	0.6683	0.2241	0.4665	0.6354	0.4379	0.3454	0.7639	0.1504	0.1786	0.1703	0.1344	0.1669	0.1683
26	dualnet	0.3462	0.0876	0.158	0.064	0.0706	0.9316	-0.3373	0.2903	0.5702	0.0372	0.9737	0.2505	-0.033	0.0171	0.425	0.1467	0.9494	0.2079	0.0129	0.9157	0.9499	0.1371	0.6052	0.9047	0.9657	0.2136	0.9732	0.0879	0.1594	0.169	-0.1508	0.1943	0.1302
27	swin_sobel	0.3438	0.1466	0.3077	0.1294	0.1737	0.7731	-0.0716	0.4026	0.2933	0.198	0.7837	0.391	0.1707	0.0171	0.6163	0.1799	0.673	0.3365	0.0316	0.6871	0.6869	0.2102	0.5277	0.6676	0.417	0.2956	0.8252	0.1762	0.2427	0.1586	0.1643	0.1687	0.2203
28	resnet_maxpooling	0.3227	0.2089	0.4621	0.2872	0.52	0.5529	0.0421	0.335	0.1721	0.3294	0.6705	0.4905	0.345	0.0475	0.5316	0.1459	0.5022	0.5031	0.0501	0.5722	0.5039	0.1852	0.3008	0.447	0.3346	0.3824	0.1434	0.209	0.144	0.328	0.1351	0.1214	0.3242
29	convnext_sobel	0.3187	0.1707	0.3502	0.1456	0.0668	0.7056	0.1867	0.2822	0.2325	0.1331	0.8457	0.4303	0.0992	-0.0092	0.5892	0.1587	0.5937	0.3773	0.032	0.6094	0.593	0.1803	0.3679	0.5918	0.275	0.3449	0.7935	0.1635	0.2455	0.208	0.0511	0.1833	0.2004
30	segformer_qt	0.3165	0.2568	0.291	0.0965	0.358	0.6622	-0.0143	0.3595	0.1704	0.1461	0.6731	0.316	0.1232	0.0172	0.5814	0.1744	0.7531	0.3183	0	0.7449	0.7596	0.1361	0.419	0.6609	0.4611	0.1751	0.8213	0.127	0.1266	0.1382	0.053	0.0462	0.1765
31	xception_qt	0.3109	0.252	0.3888	0.1117	0.2601	0.6392	-0.1257	0.2993	0.0867	0.2058	0.6391	0.3947	0.2706	0.0288	0.5471	0.1631	0.7112	0.4143	-0.0206	0.6999	0.7032	0.1788	0.3929	0.607	0.3421	0.3353	0.7399	0.1158	-0.0309	0.2996	0.1329	0.1043	0.0631
32	recce	0.3085	0.1492	0.336	0.1826	0.3413	0.6515	0.0047	0.4321	0.2359	0.117	0.7313	0.3301	0.0875	-0.0005	0.1121	0.0703	0.7136	0.322	-0.0503	0.6969	0.7201	0.2012	0.5358	0.6495	0.4733	0.2892	0.6681	0.1285	0.0419	0.2167	0.1331	0.1749	0.1763
33	resnet_bayer	0.2649	0.1998	0.3322	0.1836	0.4101	0.629	-0.1232	0.3207	0.123	0.1694	0.4586	0.4094	0.1559	-0.0136	0.3631	0.096	0.5794	0.4009	-0.0701	0.5888	0.5919	0.1829	0.3937	0.4578	0.2001	0.3398	0.2164	0.1402	0.0031	0.2638	0.156	0.143	0.1743
34	univfd	0.2538	0.0021	0.0299	0.0295	0.0698	0.5366	0.6245	0.3206	0.3481	0.0701	0.5889	0.0299	0.0167	0.2997	0.567	0.074	0.535	0.0299	0.059	0.5045	0.5272	0.1887	0.3395	0.4765	0.383	0.0159	0.3929	0.0121	0.0299	0.4032	0.263	0.33	0.0236
35	resnet_sobel	0.244	0.0938	0.1482	0.1789	0.327	0.568	0.0212	0.31	0.1128	0.1306	0.4158	0.2054	0.0516	-0.0159	0.4101	0.0899	0.5543	0.1856	0.0312	0.571	0.5605	0.153	0.2948	0.4851	0.2067	0.1635	0.7172	0.0441	0.1096	0.2249	0.1951	0.1276	0.1362
36	hifinet	0.1709	0.0276	0.0051	0.1015	0.0726	0.4461	0.3084	0.3028	0.0979	0.053	0.3496	0.0437	0.032	0.0066	0.4963	0.1044	0.4343	0.0569	0	0.4922	0.4125	0.1533	0.166	0.3443	0.176	0.0437	0.2961	0.0044	-0.0189	0.2484	0.0104	0.1375	0.0646
37	resnet_qt	0.1518	0.0136	0.0199	0.0877	0.018	0.4736	0.0298	0.2913	-0.0026	0.0536	0.4162	0.0066	0.0226	0.0165	0.5508	0.0925	0.5071	0.0142	-0.0419	0.5679	0.4922	0.1492	0.1196	0.3529	0.128	0.0339	0.0899	0.0315	-0.0145	0.2086	0.0205	0.0524	0.0576
38	efficientnet_qt	0.1441	0.0007	0.017	0.0575	0.036	0.4794	0.1037	0.27	0.0988	0	0.5145	0.0066	0	0.0134	0.2011	-0.0099	0.3576	0.0231	0	0.4499	0.3619	0.1439	0.1526	0.3453	0.0104	0.0264	0.5016	-0.0046	0.03	0.1524	0.122	0.086	0.0652
39	efficientnet_sobel	0.0746	0.011	-0.0053	0.0073	0.0547	0.2329	0.1033	0.1504	0.1156	0.0028	0.2099	0.0014	0	-0.0287	0.0682	-0.0258	0.1314	0.0031	-0.01	0.1565	0.1029	0.0347	0.0544	0.1885	0.1122	0.0095	0.5516	0.0177	0.017	-0.0035	0.0696	0.0368	0.0164
40	efficientnet_dct	0.0677	-0.0007	0.002	0.0139	0.0072	0.0512	0.1824	0.1432	0.0598	0.0554	0.0473	0.0136	0.1347	0.0126	0.0656	-0.0035	0.2117	0.0067	-0.0401	0.2366	0.1922	0.0291	0.002	0.1558	0.0342	0.0116	0.4792	0.0689	0.0166	-0.0116	0.0283	-0.02	-0.0199
41	efficientnet	0.0593	-0.0001	-0.0037	0.0205	0.0001	0.0422	0.2229	0.1239	0.0572	0.0407	0.0778	-0.0274	0.0752	0.0043	0.0149	-0.0076	0.1773	-0.0015	-0.04	0.2123	0.1782	0.0527	-0.007	0.1405	-0.004	0.0007	0.469	0.0399	-0.0015	-0.0301	-0.0145	0.0059	0.08
42	efficientnet_bayer	0.0569	0	0.0047	0.0131	0.0128	0.0477	0.0599	0.1005	0.0675	0.0512	0.0085	-0.0263	0.1815	0.043	0.0958	-0.0049	0.1724	-0.0026	0.0101	0.2006	0.1682	0.0505	0.0042	0.1278	0.0017	0.009	0.3989	0.0733	-0.0031	-0.0086	-0.0028	0.0144	-0.0483
43	dtd	0.0121	0.0031	-0.012	0.0007	0.0097	0.0072	0.2928	0.2049	-0.0694	0.0084	-0.0672	-0.0007	0.024	0.0043	0.1324	-0.0289	0.0081	0.0115	0.0386	-0.0042	0.0016	0.0992	0.0502	-0.0223	-0.1945	-0.0033	0.0245	-0.0124	-0.036	-0.0244	-0.028	0	-0.0293
44	convnext_qt	-0.0012	-0.0044	-0.0077	0.0033	-0.0322	-0.0807	0.324	0.0224	-0.0802	0.0149	-0.1142	-0.0271	0.1287	-0.006	0	-0.02	0.0488	-0.0156	-0.0307	0.1204	0.0544	0.022	-0.014	-0.0287	-0.1807	-0.0059	-0.0721	-0.0117	-0.0006	-0.0002	0.0139	-0.0118	-0.046

🔢 Ranking by Average TNR

Rank	Model	Average TNR	FaceForensics++c40	FF-FS_test	DeepFakeDetection_test	UADFV_test	GenImage_glide	Columbia	Tampered-IC13_test	DiffusionForensics_test	Celeb-DF-v2_test	GenImage_BigGAN	FF-DF_test	Celeb-DF-v1_test	IMD2020	T-SROIE_test	RealTextManipulation_test	GenImage_sd14	FF-F2F_test	COVERAGE	GenImage_wukong	GenImage_sd15	OSTF_test	GenImage_Midjourney	GenImage_all	GenImage_VQDM	FF-NT_test	GenImage_ADM	DFDC_test	FaceShifter_test	Autosplice	NIST16	Cocoglide	DFDCP_test
1	mesorch	0.8801	0.8294	0.8785	0.7833	0.7054	0.9733	0.8579	0.9363	0.9494	0.6827	0.9763	0.8785	0.5985	0.9541	0.9604	0.88	0.9797	0.8785	0.75	0.974	0.9751	0.8573	0.978	0.9761	0.9758	0.8785	0.9765	0.7362	0.8785	0.923	0.8923	0.9668	0.7234
2	imlvit	0.8788	0.812	0.8571	0.6877	0.6654	0.9592	0.9344	0.9603	0.9664	0.7735	0.9672	0.8571	0.6683	0.8841	0.9915	0.9468	0.9707	0.8571	0.72	0.966	0.9696	0.9266	0.9672	0.9671	0.9688	0.8571	0.967	0.7869	0.8571	0.9564	0.732	0.9766	0.745
3	segformer_bayer	0.8629	0.798	0.7578	0.6796	0.8301	0.9367	0.9563	0.9455	0.9486	0.8372	0.9443	0.7578	0.7855	0.9469	0.9833	0.9449	0.945	0.7578	0.87	0.9453	0.946	0.8696	0.9395	0.9439	0.9467	0.7578	0.9473	0.6633	0.7578	0.9525	0.8293	0.9121	0.5767
4	convnext	0.853	0.7202	0.9154	0.7222	0.5614	0.9932	0.5574	0.9705	0.994	0.4299	0.9947	0.9154	0.3225	0.7729	0.97	0.8676	0.9958	0.9154	0.78	0.994	0.9943	0.9312	0.9943	0.9941	0.9925	0.9154	0.9937	0.7761	0.9154	0.9617	0.677	0.9902	0.767
5	mvss	0.8483	0.6217	0.8234	0.7182	0.5943	0.9585	0.9016	0.9372	0.947	0.5765	0.9618	0.8234	0.4539	0.9541	0.9719	0.8955	0.9623	0.8234	0.86	0.9615	0.9651	0.8752	0.962	0.9624	0.963	0.8234	0.9642	0.7222	0.8234	0.9226	0.8167	0.9629	0.637
6	trufor	0.8362	0.6817	0.8395	0.8178	0.5601	0.9643	0.5738	0.8929	0.934	0.5632	0.97	0.8395	0.4622	0.9324	0.9666	0.8963	0.9655	0.8395	0.67	0.9673	0.9703	0.8171	0.971	0.9681	0.9682	0.8395	0.9678	0.7748	0.8395	0.9006	0.7331	0.9805	0.6904
7	spsl	0.8324	0.7506	0.8482	0.7966	0.6389	0.9328	0.7158	0.8892	0.9356	0.6246	0.9373	0.8482	0.5029	0.8357	0.9689	0.8731	0.9355	0.8482	0.61	0.9287	0.934	0.8159	0.9337	0.9338	0.9332	0.8482	0.9352	0.7624	0.8482	0.9054	0.7503	0.8828	0.7331
8	ffdn	0.8251	0.7385	0.9462	0.6794	0.4832	0.9953	0.6995	0.9833	0.9984	0.3528	0.9957	0.9462	0.2485	0.8792	0.9844	0.9338	0.997	0.9462	0.84	0.996	0.997	0.9414	0.9965	0.9962	0.9955	0.9462	0.9963	0.6948	0.9462	0.9837	0.5567	0.0156	0.6931
9	xception_dct	0.8075	0.7495	0.8051	0.7273	0.6247	0.9142	0.7268	0.8892	0.9202	0.6285	0.9212	0.8051	0.4996	0.7947	0.9733	0.8959	0.9198	0.8051	0.63	0.9148	0.9225	0.7998	0.9182	0.9185	0.9167	0.8051	0.9195	0.6752	0.8051	0.8878	0.6552	0.8516	0.6214
10	swin	0.8068	0.7781	0.8522	0.701	0.4877	0.9898	0.3224	0.9668	0.9716	0.445	0.9882	0.8522	0.2976	0.6836	0.9629	0.8816	0.989	0.8522	0.56	0.9878	0.9864	0.9283	0.9855	0.9875	0.9875	0.8522	0.986	0.6329	0.8522	0.927	0.4525	0.9922	0.678
11	xception	0.8013	0.7191	0.7419	0.7389	0.5937	0.9225	0.7377	0.8818	0.9324	0.584	0.9252	0.7419	0.473	0.8068	0.9702	0.8833	0.9277	0.7419	0.64	0.9222	0.9289	0.8104	0.9232	0.9238	0.9157	0.7419	0.9232	0.6883	0.7419	0.9054	0.7136	0.8594	0.6807
12	segformer_maxpooling	0.7913	0.7112	0.8227	0.5928	0.5775	0.9637	0.4863	0.8984	0.9288	0.4536	0.9688	0.8227	0.3408	0.715	0.9579	0.8689	0.9713	0.8227	0.58	0.966	0.9686	0.8321	0.9667	0.9674	0.9675	0.8227	0.9658	0.6233	0.8227	0.8737	0.496	0.9648	0.6026
13	swin_dct	0.7817	0.585	0.6314	0.612	0.5491	0.9358	0.7541	0.8486	0.9444	0.602	0.9423	0.6314	0.4414	0.9106	0.9594	0.8791	0.9428	0.6314	0.75	0.9398	0.9358	0.7628	0.943	0.9399	0.9398	0.6314	0.9413	0.5934	0.6314	0.9164	0.7904	0.9219	0.577
14	xception_bayer	0.7765	0.7334	0.7133	0.6139	0.6337	0.8702	0.7978	0.8532	0.8814	0.6669	0.8723	0.7133	0.5727	0.7585	0.9728	0.8977	0.8788	0.7131	0.73	0.8778	0.8784	0.7796	0.87	0.8745	0.8718	0.7131	0.8757	0.6496	0.7131	0.8773	0.5349	0.8457	0.6133
15	xception_sobel	0.7472	0.7331	0.6352	0.5432	0.5032	0.8698	0.8415	0.8763	0.8912	0.5009	0.8745	0.6352	0.4331	0.8696	0.974	0.9022	0.8643	0.6352	0.68	0.873	0.8663	0.7749	0.8682	0.8695	0.872	0.6352	0.8692	0.517	0.6352	0.9045	0.6712	0.791	0.5021
16	convnext_bayer	0.7335	0.6794	0.5905	0.548	0.5071	0.8718	0.8743	0.8283	0.908	0.4562	0.8743	0.5905	0.34	0.872	0.9618	0.869	0.8755	0.5905	0.66	0.8727	0.8735	0.7263	0.8768	0.8736	0.8753	0.5905	0.8692	0.5643	0.5905	0.9252	0.6231	0.8262	0.4872
17	segformer_dct	0.7135	0.6028	0.6258	0.4222	0.5995	0.9085	0.6557	0.7978	0.8452	0.5119	0.9163	0.6258	0.4198	0.8261	0.9481	0.7942	0.9152	0.6258	0.34	0.9067	0.9134	0.649	0.9107	0.9116	0.9115	0.6258	0.9097	0.4025	0.6258	0.7607	0.6884	0.8672	0.3686
18	capsule_net	0.7026	0.3297	0.5383	0.6701	0.345	0.8927	0.7923	0.9243	0.75	0.2208	0.905	0.5383	0.1879	0.7923	0.9619	0.889	0.9033	0.5383	0.77	0.903	0.8945	0.8642	0.9013	0.8998	0.9013	0.5383	0.8988	0.4589	0.5383	0.7365	0.6873	0.9355	0.3779
19	convnext_dct	0.6944	0.4642	0.453	0.4426	0.4548	0.881	0.7213	0.8292	0.89	0.5162	0.8795	0.453	0.3899	0.8454	0.9653	0.8973	0.8902	0.453	0.63	0.8815	0.881	0.7083	0.8735	0.8812	0.8797	0.453	0.883	0.5657	0.453	0.8905	0.7377	0.7812	0.2964
20	resnet	0.6638	0.5581	0.6006	0.5567	0.4735	0.7678	0.5301	0.6934	0.7804	0.5174	0.7668	0.6006	0.419	0.7101	0.9835	0.933	0.7688	0.6006	0.51	0.7568	0.7535	0.6651	0.7568	0.761	0.7603	0.6006	0.7597	0.5535	0.6006	0.7853	0.5922	0.623	0.5025
21	resnet_dct	0.6496	0.5647	0.572	0.4225	0.4748	0.7482	0.6011	0.6962	0.7552	0.545	0.7505	0.572	0.4921	0.6932	0.9802	0.9061	0.751	0.572	0.53	0.751	0.7414	0.6562	0.7415	0.7464	0.7432	0.572	0.746	0.4859	0.572	0.7431	0.6231	0.6289	0.4104
22	segformer_sobel	0.6481	0.6005	0.5186	0.298	0.4076	0.7952	0.776	0.7913	0.8436	0.3149	0.7937	0.5186	0.2294	0.7947	0.9586	0.8689	0.8037	0.5186	0.59	0.7938	0.7995	0.7079	0.795	0.7969	0.7988	0.5186	0.7943	0.3148	0.5186	0.8548	0.6357	0.7207	0.2686
23	swin_qt	0.648	0.4466	0.4173	0.3949	0.332	0.846	0.7104	0.8356	0.8646	0.3411	0.8532	0.4173	0.2602	0.8454	0.9571	0.8703	0.8528	0.4173	0.67	0.844	0.8486	0.7188	0.8427	0.8484	0.8447	0.4173	0.855	0.2672	0.4173	0.8592	0.7033	0.7344	0.204
24	convnext_sobel	0.6469	0.5112	0.4175	0.3253	0.2629	0.822	0.8197	0.8227	0.8858	0.2445	0.8418	0.4175	0.1962	0.8043	0.9641	0.8689	0.8358	0.4175	0.69	0.8287	0.8328	0.7559	0.8298	0.8319	0.8293	0.4175	0.8343	0.3956	0.4175	0.8297	0.6082	0.8145	0.3259
25	resnet_maxpooling	0.6446	0.4709	0.4461	0.5696	0.5879	0.7545	0.7432	0.735	0.8094	0.4751	0.7552	0.4461	0.3774	0.6981	0.9734	0.8992	0.7532	0.4461	0.5	0.7557	0.7558	0.7211	0.745	0.7524	0.7452	0.4461	0.7537	0.5394	0.4461	0.8214	0.6449	0.5938	0.4677
26	swin_bayer	0.6386	0.4834	0.336	0.2038	0.3534	0.8425	0.7869	0.8375	0.8696	0.2822	0.8432	0.336	0.2361	0.8406	0.9633	0.8828	0.8438	0.336	0.72	0.8413	0.8438	0.7381	0.8373	0.8433	0.8458	0.336	0.8483	0.3934	0.336	0.8368	0.6415	0.7812	0.315
27	recce	0.623	0.3903	0.2483	0.2112	0.3043	0.8312	0.7596	0.9058	0.8494	0.2956	0.8375	0.2483	0.2677	0.8092	0.9925	0.9717	0.8433	0.2483	0.53	0.8417	0.8424	0.8434	0.8382	0.84	0.8437	0.2483	0.8413	0.2987	0.2483	0.7453	0.8076	0.7812	0.3728
28	swin_sobel	0.621	0.4539	0.3398	0.21	0.2539	0.8288	0.8142	0.856	0.8786	0.1731	0.8315	0.3398	0.128	0.8502	0.9614	0.8656	0.837	0.3398	0.67	0.8345	0.8416	0.7777	0.8342	0.8362	0.8382	0.3398	0.8423	0.2893	0.3398	0.8311	0.6415	0.7793	0.2152
29	dualnet	0.5898	0.0861	0.1476	0.3462	0.365	0.98	0.4426	0.9474	0.9934	0.1308	0.9808	0.1476	0.1322	0.1498	0.9678	0.9042	0.9808	0.1476	0.19	0.981	0.9833	0.7502	0.9818	0.9815	0.9832	0.1476	0.9808	0.4339	0.1476	0.9833	0.0893	0.9883	0.4006
30	xception_qt	0.5866	0.3782	0.3599	0.2295	0.208	0.7927	0.6776	0.783	0.7724	0.1537	0.7975	0.3599	0.1663	0.7512	0.9694	0.9018	0.8005	0.3599	0.61	0.8027	0.7988	0.6835	0.7985	0.7998	0.8083	0.3599	0.8002	0.1886	0.3599	0.8069	0.5704	0.7832	0.1388
31	segformer_qt	0.5858	0.1628	0.2485	0.249	0.2578	0.839	0.7432	0.7738	0.8594	0.1077	0.8438	0.2485	0.0765	0.8551	0.9749	0.9053	0.8472	0.2485	0.61	0.8477	0.8478	0.6525	0.8415	0.846	0.8517	0.2485	0.8492	0.2046	0.2485	0.8597	0.7216	0.75	0.1247
32	resnet_bayer	0.578	0.455	0.3349	0.2187	0.3979	0.7128	0.8579	0.8199	0.7412	0.2587	0.7122	0.3349	0.2884	0.7271	0.9853	0.9419	0.7115	0.3351	0.44	0.7237	0.7133	0.7516	0.711	0.7114	0.7048	0.3351	0.7022	0.282	0.3347	0.8073	0.6163	0.6602	0.1691
33	resnet_sobel	0.5248	0.1041	0.086	0.1296	0.2061	0.7668	0.9071	0.8153	0.7798	0.0367	0.758	0.086	0.0249	0.7947	0.9771	0.9289	0.7645	0.086	0.65	0.7653	0.768	0.756	0.7623	0.7638	0.7647	0.086	0.7593	0.066	0.086	0.8522	0.6747	0.7383	0.0493
34	univfd	0.4652	0.0007	0.0018	0.0057	0.0097	0.7478	0.8743	0.9658	0.825	0.0142	0.7618	0.0018	0.0091	0.4565	0.9504	0.8397	0.7635	0.0018	0.26	0.7567	0.7584	0.9188	0.7567	0.7593	0.7693	0.0018	0.7602	0.0045	0.0018	0.6731	0.5189	0.7168	0.0008
35	efficientnet_bayer	0.4642	0.0329	0.0482	0.1075	0.0355	0.6412	0.8306	0.8476	0.644	0.0329	0.6355	0.0482	0.0524	0.6546	0.9956	0.9673	0.6358	0.048	0.59	0.6335	0.6249	0.8019	0.6382	0.6342	0.6252	0.048	0.6398	0.2603	0.0482	0.5724	0.6586	0.668	0.1539
36	resnet_qt	0.4605	0.0023	0.0029	0.0623	0.0006	0.7115	0.7377	0.7267	0.6958	0.0053	0.7083	0.0029	0.0008	0.7995	0.9654	0.8805	0.7222	0.0029	0.63	0.7218	0.6995	0.6373	0.7185	0.7111	0.704	0.0029	0.7072	0.0866	0.0029	0.758	0.6163	0.7051	0.0063
37	segformer	0.4588	0.3213	0.5374	0.2605	0.1789	0.7455	0.1803	0.5614	0.6408	0.0463	0.749	0.5374	0.0449	0.2995	0.7256	0.1337	0.7468	0.5374	0.11	0.7477	0.7478	0.3545	0.7495	0.7467	0.751	0.5374	0.7362	0.2503	0.5374	0.1777	0.2016	0.5391	0.2496
38	efficientnet_sobel	0.435	0.0044	0.0217	0.0651	0.0207	0.652	0.6776	0.7313	0.6584	0.0023	0.6515	0.0217	0	0.6836	0.9967	0.9396	0.6588	0.0217	0.54	0.647	0.6371	0.6342	0.6577	0.6493	0.6383	0.0217	0.6558	0.0621	0.0217	0.6168	0.6472	0.6641	0.0203
39	efficientnet_dct	0.4273	0.0203	0.0295	0.0962	0.02	0.5868	0.7978	0.8116	0.5854	0.0272	0.584	0.0295	0.0291	0.6039	0.9967	0.959	0.5863	0.0295	0.51	0.5813	0.5689	0.7426	0.589	0.5823	0.5727	0.0295	0.5942	0.205	0.0295	0.5319	0.6449	0.5957	0.1024
40	efficientnet	0.4003	0.0217	0.023	0.0742	0.0039	0.5292	0.8306	0.8107	0.5312	0.023	0.5387	0.023	0.0091	0.5411	0.9981	0.9685	0.528	0.023	0.48	0.5232	0.5153	0.7593	0.538	0.5291	0.5272	0.023	0.5382	0.1719	0.023	0.4941	0.5865	0.5371	0.0869
41	efficientnet_qt	0.3786	0	0.0029	0.0149	0.0026	0.551	0.6885	0.662	0.5502	0	0.5473	0.0029	0	0.6618	0.9831	0.9135	0.5555	0.0029	0.44	0.5652	0.5493	0.561	0.5585	0.5538	0.5468	0.0029	0.5582	0.0513	0.0029	0.4989	0.5487	0.5332	0.0068
42	convnext_qt	0.333	0.0194	0.0357	0.0099	0.0039	0.3543	0.9235	0.9178	0.3606	0.0199	0.3583	0.0357	0.0266	0.3116	1	0.9944	0.35	0.0357	0.38	0.3537	0.3519	0.8876	0.3568	0.3536	0.3483	0.0357	0.3558	0.0821	0.0357	0.3	0.5567	0.4219	0.0796
43	hifinet	0.3169	0.0055	0.0083	0.0182	0.0123	0.5247	0.1749	0.807	0.607	0.0043	0.515	0.0083	0.0017	0.0193	0.9624	0.8398	0.5332	0.0083	0	0.5408	0.5131	0.6584	0.5335	0.5242	0.5125	0.0083	0.5243	0.043	0.0083	0.6498	0.047	0.5137	0.0129
44	dtd	0.2666	0.0287	0.0418	0.02	0.02	0.3427	0.3989	0.7327	0.3072	0.0294	0.3405	0.0418	0.0258	0.2391	0.9914	0.8986	0.339	0.0418	0.2	0.3322	0.3386	0.5829	0.3218	0.3346	0.3388	0.0418	0.3217	0.0779	0.0418	0.1773	0.2772	0.2559	0.0505

🔢 Ranking by Average TPR

Rank	Model	Average TPR	FaceForensics++c40	FF-FS_test	DeepFakeDetection_test	UADFV_test	GenImage_glide	Columbia	Tampered-IC13_test	DiffusionForensics_test	Celeb-DF-v2_test	GenImage_BigGAN	FF-DF_test	Celeb-DF-v1_test	IMD2020	T-SROIE_test	RealTextManipulation_test	GenImage_sd14	FF-F2F_test	COVERAGE	GenImage_wukong	GenImage_sd15	OSTF_test	GenImage_Midjourney	GenImage_all	GenImage_VQDM	FF-NT_test	GenImage_ADM	DFDC_test	FaceShifter_test	Autosplice	NIST16	Cocoglide	DFDCP_test
1	segformer	0.9543	0.9165	0.9969	0.9797	0.9974	0.9992	0.9222	0.9813	0.8386	0.9994	1	0.9991	0.999	0.8108	1	0.9945	1	0.9942	0.87	0.9982	0.9999	0.9767	0.997	0.9993	0.9997	0.9748	1	0.9387	0.7723	0.9751	0.8209	0.8164	0.9688
2	hifinet	0.8303	0.998	0.9926	0.9991	0.9994	0.8905	1	0.4821	0.4902	1	0.8182	0.998	1	0.9829	0.4518	0.277	0.875	0.9993	1	0.9155	0.8719	0.5384	0.6317	0.8062	0.6615	0.998	0.7632	0.9588	0.9879	0.6054	0.9574	0.623	0.9976
3	swin	0.784	0.623	0.9774	0.8948	0.7769	0.9953	0.8556	0.8279	0.687	0.8679	0.9987	0.9852	0.8924	0.4981	0.9043	0.3853	0.9978	0.9797	0.43	0.9868	0.9965	0.5736	0.974	0.9935	0.999	0.9366	0.9987	0.7273	0.3202	0.5576	0.2943	0.3574	0.7945
4	segformer_dct	0.7809	0.798	0.9772	0.9391	0.9626	0.9747	0.1833	0.8893	0.3478	0.8396	0.9905	0.987	0.9245	0.2361	0.7883	0.4803	0.9802	0.9766	0.66	0.9538	0.9791	0.7737	0.8933	0.9612	0.919	0.9417	0.9932	0.8442	0.5052	0.6429	0.4309	0.3027	0.9116
5	ffdn	0.7769	0.5701	0.9915	0.8632	0.8711	1	0.3111	0.8625	0.977	0.8687	1	0.9902	0.9115	0.2289	0.9626	0.2933	1	0.9777	0.19	0.9997	0.9998	0.6441	0.9845	0.998	0.9995	0.9212	0.9997	0.6043	0.2434	0.3803	0.5266	0.998	0.6929
6	univfd	0.7721	0.9994	1	0.9985	1	0.7883	0.7444	0.2419	0.5048	0.9976	0.8258	1	0.9938	0.8538	0.5787	0.2423	0.7715	1	0.79	0.7478	0.7688	0.2364	0.5773	0.7169	0.6087	0.9993	0.6293	0.997	1	0.736	0.7465	0.6113	1
7	segformer_maxpooling	0.7666	0.5504	0.9781	0.8911	0.9072	0.9945	0.3444	0.8961	0.5668	0.8469	0.9985	0.987	0.8903	0.3365	0.8352	0.374	0.9935	0.9812	0.4	0.9743	0.9962	0.7043	0.947	0.9873	0.9948	0.9268	0.9967	0.6904	0.3954	0.5805	0.3794	0.3867	0.7985
8	convnext	0.7546	0.7166	0.9855	0.8982	0.864	0.9928	0.65	0.799	0.4264	0.9083	0.9998	0.9899	0.8774	0.3442	0.948	0.4199	0.9992	0.9792	0.22	0.9905	0.9991	0.5654	0.9747	0.9944	0.9995	0.9431	0.9978	0.5618	0.3182	0.4198	0.3564	0.2598	0.7483
9	efficientnet_qt	0.7523	1	0.9987	0.9971	1	0.8985	0.4111	0.6184	0.5486	1	0.9283	0.9978	1	0.3547	0.1147	0.0784	0.792	0.9991	0.56	0.8642	0.801	0.6294	0.594	0.7824	0.4635	0.9993	0.9112	0.9467	0.9996	0.6548	0.5762	0.5527	0.9999
10	dtd	0.7432	0.9725	0.9533	0.9803	0.9826	0.6642	0.8611	0.4703	0.627	0.9735	0.5945	0.958	0.9814	0.7656	0.0538	0.0761	0.6687	0.9627	0.83	0.6638	0.6629	0.5476	0.7242	0.6442	0.4683	0.9569	0.701	0.9153	0.9426	0.8031	0.6968	0.7441	0.9348
11	dualnet	0.7286	0.9609	0.9473	0.746	0.7015	0.9512	0.2278	0.2521	0.5038	0.8942	0.9928	0.9882	0.8438	0.8654	0.3542	0.2329	0.9685	0.9705	0.82	0.9337	0.9665	0.4126	0.5695	0.9215	0.9825	0.973	0.9923	0.6518	0.948	0.1063	0.8067	0.1016	0.727
12	swin_bayer	0.7225	0.7975	0.952	0.9577	0.942	0.9348	0.1278	0.6968	0.3368	0.9126	0.9953	0.9828	0.9503	0.171	0.5551	0.3002	0.9003	0.9757	0.3	0.8815	0.8989	0.5785	0.7595	0.8986	0.8298	0.9426	0.9888	0.7746	0.7203	0.3433	0.4663	0.4258	0.8225
13	swin_qt	0.7132	0.9006	0.9582	0.8608	0.9452	0.8605	0.2389	0.7291	0.3002	0.9194	0.8517	0.9785	0.9612	0.1721	0.6362	0.3354	0.9328	0.9516	0.31	0.9303	0.9331	0.6068	0.6683	0.8474	0.5853	0.8493	0.9883	0.8813	0.6472	0.3228	0.4149	0.3379	0.9664
14	swin_dct	0.7027	0.8424	0.9723	0.8569	0.9491	0.9292	0.2667	0.8211	0.2126	0.7095	0.9613	0.9785	0.8898	0.1236	0.6876	0.3377	0.9662	0.9799	0.21	0.944	0.9653	0.6202	0.793	0.9167	0.7643	0.8977	0.9938	0.7508	0.4876	0.3308	0.3067	0.2148	0.805
15	swin_sobel	0.7012	0.7167	0.9124	0.9154	0.8814	0.9395	0.1333	0.5213	0.3748	0.9482	0.947	0.9653	0.9628	0.166	0.6033	0.3284	0.836	0.9315	0.36	0.8525	0.8453	0.4681	0.6878	0.8314	0.5627	0.9042	0.9755	0.8553	0.8665	0.3112	0.5248	0.375	0.934
16	xception_qt	0.7007	0.8654	0.9531	0.8901	0.9626	0.8457	0.2111	0.5094	0.3042	0.9622	0.841	0.9569	0.9809	0.2819	0.4861	0.2535	0.9067	0.9688	0.37	0.8943	0.9007	0.5434	0.5853	0.8072	0.5192	0.9183	0.9332	0.8933	0.6102	0.4913	0.5656	0.3086	0.903
17	segformer_qt	0.6995	0.9777	0.9569	0.8631	0.9871	0.8232	0.2444	0.586	0.2794	0.9653	0.8292	0.9703	0.9757	0.1611	0.5057	0.2593	0.9047	0.9714	0.39	0.8963	0.9104	0.5223	0.5607	0.8146	0.5938	0.8864	0.9665	0.8878	0.8524	0.2563	0.328	0.291	0.9667
18	resnet_dct	0.6981	0.7088	0.9736	0.9111	0.9149	0.8967	0.3278	0.6934	0.34	0.7616	0.9402	0.9839	0.8298	0.3376	0.4049	0.2279	0.8803	0.977	0.46	0.9108	0.8819	0.6064	0.706	0.7884	0.5842	0.9125	0.4758	0.7471	0.5995	0.5813	0.4929	0.5664	0.9157
19	segformer_sobel	0.6953	0.6813	0.8984	0.8949	0.9091	0.9183	0.2333	0.598	0.3654	0.8569	0.9277	0.9251	0.9369	0.2306	0.6217	0.2953	0.8657	0.89	0.42	0.8553	0.8673	0.5736	0.6677	0.838	0.633	0.8116	0.9592	0.815	0.6582	0.2938	0.5	0.4395	0.8674
20	xception	0.6911	0.6124	0.9727	0.8244	0.9375	0.9587	0.2	0.6712	0.3326	0.732	0.995	0.9783	0.7889	0.2074	0.6052	0.3409	0.9507	0.9701	0.31	0.926	0.9509	0.5394	0.819	0.9296	0.8633	0.9114	0.966	0.5985	0.3809	0.3651	0.4007	0.3652	0.7114
21	resnet	0.6905	0.694	0.9821	0.8911	0.882	0.9218	0.2333	0.7359	0.358	0.7494	0.9747	0.9857	0.8076	0.3756	0.3359	0.1832	0.8928	0.9817	0.47	0.9095	0.8994	0.6222	0.7238	0.8004	0.6175	0.9228	0.4307	0.6967	0.5546	0.5927	0.4557	0.5586	0.8566
22	xception_dct	0.6889	0.5643	0.9605	0.8135	0.9026	0.9618	0.2389	0.6899	0.3506	0.7096	0.9917	0.9759	0.7227	0.235	0.5399	0.3159	0.9538	0.9516	0.39	0.9323	0.9554	0.5496	0.8342	0.9322	0.852	0.8917	0.9688	0.6116	0.2918	0.3941	0.4681	0.375	0.7186
23	capsule_net	0.6879	0.7957	0.8854	0.6283	0.9484	0.9613	0.0944	0.2998	0.3364	0.9242	0.9903	0.945	0.8883	0.2493	0.5539	0.3026	0.9627	0.9406	0.21	0.9222	0.9599	0.3193	0.7837	0.9274	0.8405	0.9265	0.9877	0.7317	0.6571	0.6156	0.2926	0.3008	0.8314
24	convnext_dct	0.6862	0.9202	0.9649	0.8584	0.9097	0.8395	0.2056	0.6917	0.2808	0.712	0.892	0.9832	0.7708	0.1771	0.5355	0.2828	0.9575	0.9763	0.35	0.92	0.9575	0.5857	0.7095	0.8684	0.6652	0.9261	0.9767	0.7279	0.493	0.3035	0.3316	0.2793	0.9062
25	mesorch	0.684	0.5409	0.9627	0.7807	0.8885	0.98	0.0722	0.8245	0.241	0.7793	0.995	0.9857	0.82	0.075	0.8454	0.3458	0.9843	0.9681	0.25	0.9538	0.9843	0.5588	0.8952	0.9704	0.9708	0.8935	0.9952	0.6387	0.2621	0.3369	0.1667	0.1875	0.7362
26	resnet_sobel	0.6827	0.9514	0.9803	0.9768	0.9948	0.8008	0.1056	0.4787	0.3204	0.9966	0.6557	0.9982	0.9886	0.1892	0.3054	0.1431	0.7897	0.9924	0.38	0.8052	0.7924	0.4251	0.524	0.7209	0.4302	0.9855	0.9453	0.9542	0.9661	0.354	0.5213	0.3809	0.9926
27	resnet_qt	0.6811	0.999	0.9989	0.9811	1	0.7615	0.2889	0.569	0.3018	0.9997	0.7078	0.9978	1	0.2179	0.5057	0.2114	0.784	0.9984	0.33	0.842	0.7906	0.5562	0.3947	0.6409	0.4187	0.9998	0.3777	0.9303	0.9953	0.4488	0.4043	0.3438	0.9996
28	spsl	0.6807	0.5762	0.9515	0.788	0.9123	0.9692	0.1222	0.6848	0.3544	0.7002	0.997	0.9716	0.7201	0.2035	0.6946	0.3638	0.9683	0.9373	0.36	0.9433	0.9682	0.5381	0.8612	0.9503	0.9113	0.8703	0.9782	0.5108	0.2425	0.3966	0.3546	0.3496	0.6333
29	trufor	0.678	0.5148	0.9323	0.6845	0.7956	0.9832	0.1667	0.7734	0.3898	0.7069	0.9858	0.9452	0.7305	0.1263	0.7934	0.3148	0.9873	0.9511	0.35	0.9467	0.9872	0.5795	0.9288	0.9744	0.9783	0.8747	0.9932	0.4501	0.2614	0.4615	0.1631	0.25	0.7156
30	xception_bayer	0.6772	0.606	0.9625	0.8573	0.9026	0.9642	0.1333	0.7053	0.3418	0.639	0.9902	0.9761	0.7098	0.2521	0.4861	0.2947	0.9267	0.9612	0.25	0.9088	0.9243	0.5545	0.7898	0.9014	0.7568	0.8944	0.9427	0.6113	0.3952	0.3604	0.5727	0.375	0.7233
31	convnext_bayer	0.6759	0.7258	0.9066	0.847	0.8723	0.9195	0.0611	0.5911	0.2766	0.8377	0.9905	0.9653	0.8774	0.1473	0.6191	0.3182	0.8715	0.9234	0.3	0.8603	0.8737	0.5115	0.7008	0.8814	0.8638	0.8768	0.9732	0.6619	0.4954	0.2555	0.4326	0.3691	0.8212
32	mvss	0.67	0.6867	0.9783	0.8203	0.7369	0.9825	0.0278	0.7002	0.2558	0.6993	0.9997	0.9884	0.7077	0.0607	0.699	0.3281	0.9775	0.9699	0.14	0.9388	0.9747	0.5263	0.8845	0.9658	0.9723	0.9207	0.9935	0.5555	0.3923	0.3908	0.2642	0.2109	0.6912
33	xception_sobel	0.6671	0.6266	0.9522	0.8426	0.9329	0.9233	0.1278	0.5911	0.2516	0.8472	0.9823	0.9743	0.8645	0.1622	0.5082	0.2729	0.887	0.9529	0.29	0.8808	0.8917	0.4616	0.6662	0.8536	0.6187	0.8884	0.9662	0.7303	0.5108	0.2961	0.4309	0.3594	0.8041
34	resnet_maxpooling	0.6665	0.7642	0.9524	0.8197	0.9052	0.7978	0.2944	0.6065	0.3428	0.8338	0.9075	0.9714	0.9074	0.3602	0.4518	0.2398	0.749	0.9795	0.55	0.8155	0.7481	0.5076	0.55	0.6938	0.5852	0.8955	0.3793	0.6678	0.6935	0.5057	0.4911	0.5273	0.8351
35	resnet_bayer	0.6649	0.7684	0.9317	0.9404	0.9452	0.9045	0.0667	0.4838	0.3732	0.8756	0.7462	0.9785	0.8417	0.2576	0.2288	0.1289	0.8613	0.9734	0.49	0.8597	0.8712	0.4675	0.6825	0.746	0.4907	0.9364	0.5102	0.8346	0.6682	0.4515	0.5426	0.4805	0.9398
36	convnext_qt	0.6629	0.9791	0.9614	0.9912	0.991	0.5668	0.3389	0.0954	0.5608	0.9842	0.5292	0.9535	1	0.6812	0	0.0015	0.6958	0.9583	0.59	0.7565	0.6991	0.1311	0.6297	0.6188	0.4723	0.962	0.5738	0.9113	0.9641	0.6998	0.4574	0.5664	0.8914
37	recce	0.6607	0.7732	0.9806	0.9436	0.9549	0.8203	0.2444	0.4736	0.3558	0.8079	0.8927	0.9776	0.807	0.1903	0.0425	0.0653	0.87	0.9734	0.42	0.8552	0.8773	0.367	0.6918	0.8092	0.6173	0.956	0.8267	0.8114	0.787	0.4717	0.3085	0.3789	0.7911
38	convnext_sobel	0.6573	0.6921	0.891	0.8519	0.7937	0.8823	0.3444	0.4395	0.3032	0.8619	0.994	0.9475	0.8769	0.1864	0.5583	0.2994	0.756	0.9107	0.34	0.78	0.7586	0.4589	0.52	0.7583	0.4218	0.887	0.9535	0.7567	0.8084	0.364	0.4433	0.3477	0.8468
39	efficientnet	0.6525	0.9783	0.9759	0.9417	0.9961	0.513	0.3667	0.2981	0.526	0.9878	0.5392	0.968	1	0.4644	0.0038	0.0276	0.648	0.9766	0.48	0.6863	0.661	0.3012	0.455	0.6109	0.4688	0.9772	0.8992	0.8571	0.9766	0.475	0.3989	0.4688	0.9533
40	efficientnet_sobel	0.6341	0.9971	0.9768	0.9406	0.9923	0.5803	0.4222	0.4157	0.4548	0.998	0.5575	0.9788	1	0.283	0.0171	0.0427	0.4702	0.9792	0.45	0.508	0.4642	0.4103	0.3948	0.538	0.4723	0.981	0.8815	0.9462	0.983	0.3797	0.422	0.3711	0.9842
41	efficientnet_dct	0.6313	0.9794	0.9712	0.9165	0.9819	0.464	0.3667	0.3152	0.474	0.988	0.463	0.975	1	0.412	0.0165	0.0389	0.6252	0.9728	0.45	0.6547	0.623	0.2914	0.413	0.5734	0.4613	0.9743	0.8668	0.8477	0.9759	0.4562	0.383	0.3848	0.8845
42	imlvit	0.6145	0.5188	0.9506	0.8239	0.6035	0.9457	0.0722	0.6014	0.2294	0.5343	0.997	0.9425	0.7222	0.1429	0.4068	0.1629	0.9757	0.9279	0.29	0.9237	0.9772	0.3765	0.7952	0.9495	0.9797	0.8004	0.9927	0.5042	0.152	0.3944	0.3298	0.1719	0.4706
43	efficientnet_bayer	0.5845	0.9671	0.9538	0.9051	0.9691	0.4052	0.2167	0.2334	0.4218	0.9831	0.3727	0.9399	1	0.3993	0.0279	0.0302	0.5357	0.9509	0.42	0.5667	0.5428	0.2523	0.3658	0.4923	0.3765	0.9558	0.7563	0.8013	0.9504	0.4189	0.3387	0.3457	0.8071
44	segformer_bayer	0.5262	0.5785	0.847	0.7668	0.4281	0.8167	0.0222	0.4957	0.1596	0.3892	0.958	0.9092	0.5499	0.0678	0.3574	0.1652	0.7772	0.8087	0.14	0.7478	0.7816	0.3837	0.5607	0.7787	0.604	0.7062	0.9823	0.5527	0.2737	0.1397	0.2092	0.2129	0.6682

🔢 Ranking by Average Accuracy

Rank	Model	Average Accuracy	FaceForensics++c40	FF-FS_test	DeepFakeDetection_test	UADFV_test	GenImage_glide	Columbia	Tampered-IC13_test	DiffusionForensics_test	Celeb-DF-v2_test	GenImage_BigGAN	FF-DF_test	Celeb-DF-v1_test	IMD2020	T-SROIE_test	RealTextManipulation_test	GenImage_sd14	FF-F2F_test	COVERAGE	GenImage_wukong	GenImage_sd15	OSTF_test	GenImage_Midjourney	GenImage_all	GenImage_VQDM	FF-NT_test	GenImage_ADM	DFDC_test	FaceShifter_test	Autosplice	NIST16	Cocoglide	DFDCP_test
1	convnext	0.8149	0.7173	0.9504	0.8798	0.7128	0.993	0.6033	0.9102	0.7102	0.7446	0.9972	0.9526	0.6645	0.4239	0.9666	0.8077	0.9975	0.9473	0.5	0.9922	0.9967	0.8684	0.9845	0.9942	0.996	0.9292	0.9958	0.6645	0.6168	0.6288	0.5511	0.625	0.7547
2	ffdn	0.8094	0.6038	0.9688	0.8439	0.6773	0.9977	0.5069	0.9407	0.9877	0.6921	0.9978	0.9682	0.6572	0.3498	0.9809	0.8482	0.9985	0.9619	0.515	0.9978	0.9984	0.8903	0.9905	0.9971	0.9975	0.9337	0.998	0.6476	0.5948	0.613	0.5449	0.5068	0.693
3	swin	0.8091	0.6541	0.9148	0.8745	0.6325	0.9926	0.5868	0.918	0.8293	0.7231	0.9934	0.9187	0.6642	0.5326	0.9538	0.8153	0.9934	0.916	0.495	0.9873	0.9914	0.8674	0.9798	0.9905	0.9932	0.8944	0.9923	0.6821	0.5862	0.7	0.3904	0.6748	0.7546
4	segformer_maxpooling	0.79	0.5826	0.9004	0.8599	0.7425	0.9791	0.416	0.8976	0.7478	0.7122	0.9837	0.9048	0.6795	0.4068	0.9387	0.8028	0.9824	0.902	0.49	0.9702	0.9824	0.8101	0.9568	0.9773	0.9812	0.8747	0.9812	0.6583	0.6091	0.6936	0.4502	0.6758	0.7314
5	mesorch	0.7834	0.5986	0.9206	0.781	0.797	0.9767	0.4683	0.897	0.5952	0.7462	0.9857	0.9321	0.735	0.2384	0.9423	0.8087	0.982	0.9233	0.5	0.9639	0.9797	0.8061	0.9366	0.9732	0.9733	0.886	0.9858	0.6854	0.5703	0.5629	0.6075	0.5771	0.7318
6	mvss	0.7681	0.6737	0.9008	0.8096	0.6657	0.9705	0.4683	0.8539	0.6014	0.6572	0.9808	0.9058	0.6103	0.2268	0.9292	0.8197	0.9699	0.8966	0.5	0.9502	0.9699	0.8153	0.9233	0.9641	0.9677	0.8721	0.9788	0.6354	0.6078	0.5959	0.5999	0.5869	0.6726
7	spsl	0.7613	0.6111	0.8998	0.7889	0.7757	0.951	0.4215	0.8174	0.645	0.6743	0.9672	0.9099	0.6368	0.3211	0.926	0.805	0.9519	0.8927	0.485	0.936	0.9511	0.7682	0.8974	0.9421	0.9223	0.8592	0.9567	0.6313	0.5453	0.5928	0.595	0.6162	0.6675
8	segformer_dct	0.7601	0.7589	0.8015	0.8849	0.7812	0.9416	0.4215	0.8299	0.5965	0.7275	0.9534	0.8063	0.7309	0.3458	0.9231	0.7522	0.9477	0.8012	0.5	0.9303	0.9463	0.6704	0.902	0.9364	0.9153	0.7838	0.9514	0.6327	0.5655	0.6883	0.5873	0.585	0.7255
9	trufor	0.7595	0.5482	0.8859	0.6985	0.678	0.9738	0.3719	0.8509	0.6619	0.6577	0.9779	0.8923	0.6276	0.2762	0.9395	0.8186	0.9764	0.8953	0.51	0.957	0.9788	0.7763	0.9499	0.9712	0.9732	0.8571	0.9805	0.6056	0.5505	0.6308	0.5094	0.6152	0.7069
10	imlvit	0.7578	0.5775	0.9039	0.8097	0.6344	0.9524	0.5069	0.8341	0.5979	0.6161	0.9821	0.8998	0.7015	0.2806	0.9	0.8421	0.9732	0.8925	0.505	0.9448	0.9734	0.8321	0.8812	0.9583	0.9742	0.8288	0.9798	0.6396	0.5046	0.6111	0.5741	0.5742	0.5646
11	xception_dct	0.7574	0.6014	0.8828	0.8045	0.7638	0.938	0.4848	0.8192	0.6354	0.6819	0.9564	0.8904	0.6371	0.339	0.9054	0.8184	0.9368	0.8783	0.51	0.9236	0.9389	0.7569	0.8762	0.9254	0.8843	0.8484	0.9442	0.6421	0.5484	0.5845	0.5818	0.6133	0.6853
12	xception	0.7554	0.6337	0.8573	0.8154	0.7657	0.9406	0.4711	0.8078	0.6325	0.6814	0.9601	0.86	0.6677	0.3188	0.9131	0.8108	0.9392	0.856	0.475	0.9241	0.9399	0.7639	0.8711	0.9267	0.8895	0.8266	0.9446	0.6415	0.5614	0.5735	0.5908	0.6123	0.7009
13	swin_dct	0.7536	0.7909	0.8018	0.8312	0.7493	0.9325	0.5124	0.8389	0.5785	0.6727	0.9518	0.8048	0.7178	0.2699	0.9168	0.8067	0.9545	0.8057	0.48	0.9419	0.9505	0.7383	0.868	0.9283	0.8521	0.7646	0.9676	0.6754	0.5595	0.5567	0.6006	0.5684	0.7269
14	xception_bayer	0.7378	0.6315	0.8379	0.8318	0.7683	0.9172	0.4683	0.8012	0.6116	0.6485	0.9313	0.8446	0.6572	0.3462	0.8966	0.8171	0.9028	0.8371	0.49	0.8933	0.9013	0.7409	0.8299	0.888	0.8143	0.8038	0.9092	0.6296	0.5541	0.5597	0.5498	0.6104	0.6856
15	xception_sobel	0.7233	0.6479	0.7937	0.8113	0.7183	0.8966	0.4876	0.776	0.5714	0.7287	0.9284	0.8046	0.699	0.2937	0.9011	0.8181	0.8757	0.7941	0.485	0.8769	0.879	0.7211	0.7672	0.8616	0.7453	0.7618	0.9177	0.6281	0.573	0.5307	0.5769	0.5752	0.7006
16	capsule_net	0.7228	0.7025	0.7118	0.6327	0.647	0.927	0.4463	0.7048	0.5432	0.6834	0.9477	0.7415	0.6196	0.3502	0.898	0.8107	0.933	0.7395	0.49	0.9126	0.9272	0.7706	0.8425	0.9136	0.8709	0.7324	0.9433	0.6011	0.5977	0.6622	0.5324	0.6182	0.676
17	convnext_bayer	0.7189	0.7165	0.7485	0.8157	0.6899	0.8957	0.4711	0.7449	0.5923	0.7071	0.9324	0.7778	0.6712	0.282	0.9081	0.7954	0.8735	0.757	0.48	0.8665	0.8736	0.6894	0.7888	0.8775	0.8696	0.7336	0.9212	0.6152	0.543	0.5137	0.5484	0.5977	0.7068
18	segformer	0.7177	0.7973	0.7671	0.9044	0.5886	0.8723	0.5482	0.709	0.7397	0.6732	0.8745	0.7681	0.633	0.7158	0.7686	0.2487	0.8734	0.7658	0.49	0.8729	0.8738	0.4613	0.8732	0.873	0.8753	0.7561	0.8681	0.609	0.6548	0.6676	0.4447	0.6777	0.7224
19	convnext_dct	0.7115	0.8289	0.7089	0.8149	0.6825	0.8602	0.4656	0.7808	0.5854	0.645	0.8858	0.7179	0.6247	0.3013	0.898	0.8152	0.9238	0.7147	0.49	0.9008	0.9193	0.6872	0.7915	0.8748	0.7724	0.6896	0.9298	0.6502	0.473	0.5299	0.5783	0.5303	0.6972
20	swin_bayer	0.7069	0.7347	0.6439	0.8787	0.648	0.8887	0.4601	0.788	0.6032	0.6968	0.9193	0.6592	0.6763	0.2955	0.8994	0.805	0.8721	0.6559	0.51	0.8614	0.8713	0.7107	0.7984	0.871	0.8378	0.6393	0.9186	0.592	0.5281	0.5336	0.5727	0.6035	0.6486
21	segformer_bayer	0.7043	0.6225	0.8024	0.7577	0.6289	0.8767	0.4931	0.7874	0.5541	0.5425	0.9512	0.8334	0.6403	0.2313	0.8853	0.8408	0.8611	0.7832	0.505	0.8466	0.8638	0.7861	0.7501	0.8613	0.7753	0.732	0.9648	0.6057	0.5157	0.4532	0.5859	0.5625	0.6369
22	swin_qt	0.7039	0.8097	0.6877	0.812	0.6389	0.8532	0.4766	0.7982	0.5824	0.7215	0.8524	0.6977	0.6923	0.2973	0.9068	0.7988	0.8928	0.6845	0.49	0.8872	0.8909	0.6995	0.7555	0.8479	0.715	0.6333	0.9217	0.5872	0.5323	0.5297	0.5901	0.5361	0.7052
23	dualnet	0.7029	0.7858	0.5473	0.7041	0.5334	0.9656	0.3361	0.703	0.7486	0.6329	0.9868	0.5676	0.5708	0.7324	0.8717	0.8145	0.9747	0.5591	0.505	0.9573	0.9749	0.6922	0.7757	0.9515	0.9828	0.5603	0.9866	0.5475	0.5478	0.4445	0.3709	0.5449	0.6151
24	resnet	0.6993	0.6668	0.7913	0.8561	0.678	0.8448	0.3829	0.7084	0.5692	0.67	0.8708	0.793	0.6585	0.4378	0.8821	0.8328	0.8308	0.7912	0.49	0.8332	0.8264	0.6578	0.7403	0.7807	0.6889	0.7617	0.5952	0.6281	0.5776	0.6669	0.5386	0.5908	0.7353
25	resnet_dct	0.6971	0.68	0.7728	0.8599	0.6951	0.8224	0.4656	0.6952	0.5476	0.6875	0.8453	0.7778	0.7003	0.4037	0.8902	0.8155	0.8157	0.7745	0.495	0.8309	0.8116	0.6476	0.7238	0.7674	0.6637	0.7422	0.6109	0.622	0.5857	0.6437	0.572	0.5977	0.7426
26	segformer_sobel	0.6938	0.6651	0.7085	0.8324	0.6586	0.8568	0.5069	0.7234	0.6045	0.6714	0.8607	0.7217	0.6655	0.3354	0.9058	0.7923	0.8347	0.7043	0.505	0.8246	0.8334	0.6849	0.7313	0.8174	0.7159	0.6651	0.8768	0.5755	0.5884	0.5102	0.5825	0.5801	0.6622
27	swin_sobel	0.6897	0.6641	0.6261	0.8415	0.5679	0.8842	0.4766	0.7383	0.6267	0.6829	0.8892	0.6524	0.6425	0.2932	0.9053	0.7938	0.8365	0.6357	0.515	0.8435	0.8434	0.7245	0.761	0.8338	0.7004	0.622	0.9089	0.5843	0.6031	0.5117	0.5957	0.5771	0.6877
28	recce	0.6835	0.6965	0.6143	0.8669	0.6299	0.8257	0.5041	0.7539	0.6026	0.6325	0.8651	0.6127	0.6001	0.3053	0.8437	0.8506	0.8567	0.6109	0.475	0.8484	0.8598	0.7616	0.765	0.8246	0.7305	0.6021	0.834	0.5659	0.5176	0.5772	0.6117	0.5801	0.6478
29	resnet_maxpooling	0.6791	0.7055	0.6992	0.7935	0.7467	0.7762	0.5207	0.6898	0.5761	0.711	0.8313	0.7086	0.7041	0.423	0.8917	0.8111	0.7511	0.7128	0.525	0.7856	0.7519	0.6845	0.6475	0.7231	0.6652	0.6708	0.5665	0.6063	0.5698	0.6274	0.5846	0.5605	0.7092
30	univfd	0.6788	0.7996	0.5008	0.8945	0.5053	0.7681	0.8099	0.7114	0.6649	0.661	0.7938	0.5006	0.6161	0.78	0.8922	0.7599	0.7675	0.5009	0.525	0.7522	0.7636	0.8019	0.667	0.7381	0.689	0.5006	0.6947	0.5217	0.5009	0.7117	0.6082	0.6641	0.6576
31	xception_qt	0.6772	0.7679	0.6564	0.8209	0.5857	0.8192	0.4463	0.6868	0.5383	0.6855	0.8193	0.6582	0.6684	0.3691	0.8937	0.8152	0.8536	0.6644	0.49	0.8485	0.8498	0.6595	0.6919	0.8035	0.6637	0.6391	0.8667	0.5558	0.485	0.613	0.5685	0.5459	0.6412
32	convnext_sobel	0.6772	0.6559	0.6542	0.7968	0.5286	0.8522	0.584	0.688	0.5945	0.6506	0.9179	0.6823	0.6158	0.3013	0.9006	0.7928	0.7959	0.6641	0.515	0.8043	0.7957	0.7049	0.6749	0.7951	0.6256	0.6523	0.8939	0.5838	0.613	0.5436	0.5435	0.5811	0.6683
33	segformer_qt	0.677	0.8146	0.6026	0.7988	0.6228	0.8311	0.4959	0.7078	0.5694	0.6717	0.8365	0.6091	0.6307	0.2901	0.9015	0.819	0.8759	0.61	0.5	0.872	0.8791	0.6302	0.7011	0.8303	0.7228	0.5674	0.9078	0.5606	0.5505	0.489	0.5672	0.5205	0.6782
34	resnet_bayer	0.6589	0.7057	0.6332	0.8648	0.6718	0.8087	0.4656	0.7018	0.5572	0.6644	0.7292	0.6565	0.6295	0.3449	0.8668	0.8333	0.7864	0.6543	0.465	0.7917	0.7923	0.7028	0.6967	0.7287	0.5978	0.6357	0.6062	0.5699	0.5015	0.5887	0.5873	0.5703	0.6758
35	resnet_sobel	0.6497	0.7819	0.5331	0.8881	0.6008	0.7838	0.5096	0.697	0.5501	0.668	0.7068	0.5418	0.6189	0.3018	0.8719	0.8239	0.7771	0.5392	0.515	0.7853	0.7802	0.6992	0.6432	0.7423	0.5974	0.5357	0.8523	0.5289	0.526	0.5461	0.6145	0.5596	0.6694
36	hifinet	0.6298	0.7994	0.5003	0.8963	0.5063	0.7076	0.584	0.6928	0.5486	0.6592	0.6666	0.5028	0.617	0.8038	0.8824	0.7646	0.7041	0.5039	0.5	0.7282	0.6925	0.6378	0.5826	0.6652	0.587	0.5031	0.6438	0.5202	0.4981	0.6225	0.4043	0.5684	0.6602
37	efficientnet_qt	0.6169	0.7999	0.5007	0.8942	0.5018	0.7248	0.551	0.6467	0.5494	0.6577	0.7378	0.5	0.6164	0.4118	0.8471	0.8019	0.6737	0.5011	0.5	0.7147	0.6751	0.5727	0.5763	0.6681	0.5052	0.5011	0.7347	0.5179	0.5012	0.5947	0.5595	0.543	0.6596
38	resnet_qt	0.6136	0.7995	0.5008	0.8848	0.5008	0.7365	0.5152	0.6713	0.4988	0.6594	0.7081	0.5	0.6167	0.326	0.8934	0.7911	0.7531	0.5007	0.48	0.7819	0.7451	0.6233	0.5566	0.676	0.5613	0.5013	0.5424	0.5263	0.4991	0.568	0.5331	0.5244	0.6593
39	efficientnet_sobel	0.5891	0.7985	0.4991	0.8489	0.5069	0.6162	0.551	0.6204	0.5566	0.6572	0.6045	0.4999	0.6164	0.3574	0.8433	0.8197	0.5645	0.5005	0.495	0.5775	0.5507	0.5958	0.5262	0.5937	0.5553	0.5013	0.7687	0.5228	0.5023	0.4712	0.5588	0.5176	0.6539
40	efficientnet_dct	0.5877	0.7875	0.5002	0.8306	0.5015	0.5254	0.584	0.6371	0.5297	0.6591	0.5235	0.5019	0.6276	0.4477	0.8432	0.8361	0.6058	0.5012	0.48	0.618	0.5959	0.6651	0.501	0.5779	0.517	0.5019	0.7305	0.5399	0.5027	0.4854	0.5421	0.4902	0.6165
41	efficientnet	0.5876	0.7868	0.4993	0.8508	0.5005	0.5211	0.6006	0.6305	0.5286	0.6576	0.5389	0.4952	0.6199	0.4787	0.8424	0.8428	0.588	0.4998	0.48	0.6048	0.5881	0.6806	0.4965	0.57	0.498	0.5001	0.7187	0.529	0.4998	0.4824	0.5129	0.5029	0.6564
42	efficientnet_bayer	0.5823	0.7802	0.5009	0.8216	0.5027	0.5232	0.5262	0.6317	0.5329	0.6579	0.5041	0.4937	0.6365	0.4468	0.8441	0.8421	0.5857	0.4995	0.505	0.6001	0.5838	0.7075	0.502	0.5633	0.5008	0.5019	0.6981	0.5422	0.4993	0.4781	0.5331	0.5068	0.5833
43	convnext_qt	0.571	0.787	0.4984	0.8884	0.4979	0.4606	0.6336	0.6287	0.4607	0.6541	0.4437	0.4943	0.6266	0.6125	0.8434	0.8617	0.5229	0.497	0.485	0.5551	0.5255	0.7576	0.4933	0.4862	0.4103	0.4989	0.4648	0.5143	0.4999	0.5456	0.5177	0.4941	0.6133
44	dtd	0.5656	0.7837	0.4974	0.8797	0.5018	0.5034	0.6281	0.6401	0.4671	0.6504	0.4675	0.4996	0.6148	0.6677	0.8445	0.7887	0.5038	0.5023	0.515	0.498	0.5008	0.5769	0.523	0.4894	0.4036	0.4993	0.5113	0.5143	0.4922	0.5618	0.4419	0.5	0.6318