Artifact Detection on OpenMMSec

95.9Deepfake EFSSICA

Evaluation Results

Method
SICA2026.02	95.9	87.1	91.5	92.5	91.8	99.2	98.6	95.5	100	97.1	77.3	94.6	90.7	86.4	88.6	62.9	87.6	75.3	87.5
SICA2026.02	95.5	82.1	92.4	92.2	90.5	97	97.9	77.3	99.7	91.2	34.9	83	89.4	70.8	80.1	27.1	97.5	62.3	79
Effort2026.02	94.7	96.4	87.3	91.3	92.4	95.9	79.3	88.2	99.3	76.8	88.7	88	89	91	90	48.3	83.6	66	84.1
Effort2026.02	94.1	93.3	87.9	91.6	91.7	87.1	67.3	48.4	91	30.5	48	62	85.8	78.7	82.2	16.8	96.2	56.5	73.1
Swin2026.02	91.6	85.2	86.2	77.3	85.1	93.6	91.5	85.7	99.9	93.6	80.1	90.7	92.3	80.7	86.5	61.4	85.6	73.5	84
SICA2026.02	91.3	89.4	86.5	86.6	88.4	96.3	94.5	94.7	96.7	94.8	86.9	94	85.4	85.1	85.3	69.2	78.4	73.8	85.4
Swin2026.02	89.7	63.8	86	70.7	77.5	80.9	87.4	46.1	97	79.1	33.4	70.6	90.1	56.9	73.5	23.3	97.1	60.2	70.5
SegFormer2026.02	89.5	80.5	89.8	81.9	85.4	91.8	88	84.6	99.8	91.8	77.1	88.9	89.7	78.5	84.1	59.5	87.9	73.7	83
SICA2026.02	88.9	73.5	84.6	83.9	82.7	87.6	92.4	68.7	62.7	82.8	27.6	70.3	77.7	59.3	68.5	28.8	86	57.4	69.7
UnivFD2026.02	88.5	94.2	69.8	73.7	81.6	91.5	69.7	78.3	98.8	66.7	87.1	82	68.2	84.6	76.4	33	79.2	56.1	74
UnivFD2026.02	87.7	88.2	68.9	72.1	79.2	75.3	60.3	25.9	83.8	24.3	58.7	54.7	54.8	68.5	61.6	12.9	94.5	53.7	62.3
Effort2026.02	87.1	87.2	80.7	85	85	86.6	71.3	84.6	86.3	78.8	83.9	81.9	81.7	85.7	83.7	61.1	78.1	69.6	80.1
SegFormer2026.02	87	60.4	88.7	76.5	78.2	75.1	83.2	40.3	95.4	76.8	33.4	67.4	87.4	52.9	70.1	22.4	97.6	60	68.9
ConvNeXt2026.02	84.7	84.4	90	80.3	84.9	92.5	87	84.3	99.9	92.2	75	88.5	89.5	75.3	82.4	59.5	84.3	71.9	81.9
Effort2026.02	84.4	73.6	78.3	83.2	79.9	65	54.7	41.7	28.8	33.9	52	46	74.5	71	72.8	18.8	86.1	52.4	62.8
SegFormer2026.02	83.8	80.5	83.5	75.1	80.7	87.4	80.9	87.1	89.7	87.8	82.3	85.9	83.2	80.3	81.7	66.8	80.1	73.4	80.4
Swin2026.02	83.6	80.5	80.6	71.5	79	86.9	83.8	85.8	87.6	86.8	81.3	85.4	85	80.8	82.9	66.9	77.1	72	79.8
ConvNeXt2026.02	83.2	66.9	89.5	74.6	78.5	75.8	82	33.1	96.9	79.4	29.7	66.2	87.7	52.4	70	23.1	96.8	60	68.7
Mesorch2026.02	83	72.7	87.1	78.8	80.4	88.2	80.1	78.3	99.6	87.5	82.5	86	87.6	76	81.8	58.9	88.5	73.7	80.5
CLIP-FFT2026.02	81.8	66.9	85.7	74.9	77.3	95.4	90.4	88.8	100	93.1	76.8	90.8	87.8	70.8	79.3	56.9	89.2	73.1	80.1
CO-SPY2026.02	80.9	62.3	85.1	71.4	74.9	92.4	88.8	85.5	98.9	94.1	70.2	88.3	84.4	68	76.2	52.2	85.7	69	77.1
ConvNeXt2026.02	80.5	84	83.9	72.4	80.2	89	79.8	87.9	92	89.6	83.4	87	83.6	80.2	81.9	65	75.3	70.1	79.8
Swin2026.02	80.1	58.1	78.9	63.9	70.2	63.6	78.1	43.5	31.1	65.1	34.6	52.7	78.8	51	64.9	27.9	85.2	56.5	61.1
SegFormer2026.02	79.4	52.9	81.9	68.4	70.7	61.5	72	42.1	35.2	65.2	31.7	51.3	75	46.3	60.7	26.8	87.3	57.1	59.9
CO-SPY2026.02	79.4	45.8	86.1	65.3	69.2	78.5	85.9	47.1	92.4	81.9	25.6	68.6	81.7	40.6	61.1	19.2	97.2	58.2	64.3
Trufor2026.02	78.6	65.1	83.1	69.8	74.2	88	84.8	77.1	99.2	88.8	81	86.5	90.7	78.2	84.5	51.8	90.5	71.2	79.1
Resnet2026.02	78	58.6	75.3	68.4	70.1	86	70.6	71	97.7	70.8	79.3	79.2	88.9	75.4	82.2	53.6	86.5	70.1	75.4
CLIP-FFT2026.02	77.9	49.8	82.1	65.8	68.9	84.6	86.6	46.2	99.9	81	30.8	71.5	86.6	46.7	66.6	20.7	97.9	59.3	66.6
CLIP-FFT2026.02	77.4	78.2	80.4	68	76	92.2	82	91	95.1	91.7	85.4	89.6	83.5	79.3	81.4	66.6	81.2	73.9	80.2
Mesorch2026.02	76.7	72.6	79.9	73.4	75.7	83	73.8	82.1	85.5	83.3	81	81.4	81.2	78.7	79.9	63.6	81.8	72.7	77.4
FFDN2026.02	76.2	51.5	87.2	76.3	72.8	95.9	92.9	94.9	100	93.3	74.8	92	93.3	80.2	86.8	56.1	84.7	70.4	80.5
Mesorch2026.02	76.1	53.2	85	69.3	70.9	68.5	72.3	21.1	92.8	69.6	42.2	61.1	84.1	47.8	65.9	21.6	97.8	59.7	64.4
IML-ViT2026.02	76	78.8	85	71.1	77.7	87.7	77.3	72.2	99.9	82.3	81.8	83.5	88.8	75.6	82.2	52.7	87.7	70.2	78.4
CO-SPY2026.02	75.1	71.3	77	65.5	72.2	84.7	80.8	84.2	86.2	85.7	78.5	83.3	77.8	74.2	76	61.9	78	70	75.4
FFDN2026.02	74	43.9	85.7	69.2	68.2	86.8	94.1	69.8	99.9	91.4	42.4	80.7	91.2	57.1	74.2	19.8	97	58.4	70.4
Trufor2026.02	73.7	72.7	77.1	65.4	72.2	83.7	77.9	83	86	84	80.3	82.5	82.7	78.3	80.5	58.1	86.6	72.3	76.9
FFDN2026.02	73.7	75.5	81.2	69.5	75	93.6	89.2	93.9	96.1	94.5	86.8	92.4	84.7	80.6	82.6	64.8	75.3	70	80
Trufor2026.02	72.9	36.3	78.3	58.8	61.6	66.8	77.2	25.9	70.7	69.4	32.8	57.1	86.7	47.9	67.3	17.2	98	57.6	60.9
ConvNeXt2026.02	72.8	59.9	81.9	62.1	69.1	64	68.7	36.5	41.1	68.5	27.7	51.1	75.8	46	60.9	27.7	83.9	55.8	59.2
Mesorch2026.02	72.4	45.5	79.7	70	66.9	53.1	60.9	29.5	27.7	56.2	41.4	44.8	72.4	44.7	58.6	26.6	88.6	57.6	57
Resnet2026.02	72.4	41.5	67.7	56.9	59.6	65.6	52.5	15.1	84.1	25.8	29.6	45.5	83.6	41.8	62.7	18.3	97.3	57.8	56.4
Resnet2026.02	71.3	65.4	70	64.7	67.8	77.4	65.2	75.7	78.5	72.7	75.5	74.2	80.3	74.2	77.3	61.9	81.5	71.7	72.7
Recce2026.02	68.9	54.1	51	55.4	57.4	83.2	71.2	70.2	94.2	67.9	74.4	76.9	59.6	55.2	57.4	62.1	66.5	64.3	64
CO-SPY2026.02	68.6	34.8	75.4	55.8	58.6	58.6	73.2	38.1	28.2	62.9	23.3	47.4	67.3	32.5	49.9	25.7	86	55.9	53
IML-ViT2026.02	68.3	57.4	78.4	59.7	65.9	70.4	63.9	16.9	98	50.1	37.5	56.1	84.9	47.9	66.4	17.8	97.6	57.7	61.5
CapsuleNet2026.02	67.7	52.4	72.9	62.2	63.8	82.2	65.3	65.4	90.1	61.9	78.8	74	85.7	71.3	78.5	39.6	86.1	62.9	69.8
Sia2026.02	67.4	53.7	81	68.1	67.6	86.3	74.4	74.9	96.7	77.7	81.9	82	79.3	55.9	67.6	58.8	89.1	74	72.8
CLIP-FFT2026.02	67.4	37.9	77.1	53.8	59.1	72.5	71.3	44.4	53.2	71.9	24.5	56.3	74.3	34.1	54.2	25.2	88.1	56.7	56.6
IML-ViT2026.02	66.6	64.9	74.6	66	68	83.3	70.6	81.8	86.1	81.5	80.9	80.7	81.5	78.9	80.2	68.9	78.5	73.7	75.7
Resnet2026.02	66.5	33.2	68.4	59.1	56.8	47.4	48.2	24.5	20.1	31.5	37.5	34.9	75	46.6	60.8	20.9	88.5	54.7	51.8
Trufor2026.02	66	39.3	75.2	55.1	58.9	54.5	68.6	33	28.5	58.1	35.6	46.4	74.7	40.8	57.7	18.7	91.9	55.3	54.6
Sia2026.02	64	63.5	73.1	63.7	66.1	81.6	68.7	80.2	84.1	79.2	80.4	79	71.9	63.8	67.9	64.4	83.4	73.9	71.7
Recce2026.02	63.6	37.2	50.5	50.1	50.3	63.5	60.1	17.8	69.6	31.9	35.1	46.3	47.4	27.1	37.3	22.6	93.3	57.9	48
UnivFD2026.02	63.5	40.7	65.6	64.9	58.7	58.2	48.8	29.8	26.8	29.6	51.1	40.7	51.5	59.5	55.5	18.9	92.2	55.5	52.6
CapsuleNet2026.02	63.4	58.7	66.5	59.6	62	79.2	63.1	77.5	81.3	73.2	77.8	75.4	79.2	75.3	77.2	59.8	84.8	72.3	71.7
IML-ViT2026.02	63.3	45.7	76.6	64.8	62.6	52.6	53.3	24	28.6	47.8	38.6	40.8	72.1	41.9	57	11.7	86	48.9	52.3
FFDN2026.02	62.5	35.5	79.2	59	59.1	77.2	84.3	64.4	58.7	82.3	30.9	66.3	75.4	32.7	54	24	83.8	53.9	58.3
CapsuleNet2026.02	61.1	41	68.2	52.6	55.7	55.8	48.8	12.2	28.9	19.6	31.7	32.8	81	39	60	14.2	96.6	55.4	51
Sia2026.02	59.7	32.5	77.3	58.7	57	63.2	60.6	15.4	79.1	39.6	36.6	49.1	72	26.9	49.5	21.8	97.9	59.8	53.9
Recce2026.02	59	50.8	50.7	53.7	53.5	90.4	66.1	90.8	97.1	85.3	87.8	86.3	63.1	77.1	70.1	78.6	52.8	65.7	68.9
EfficientNet2026.02	58.7	52.8	59.2	59.2	57.5	73.7	63.2	63.1	84.3	61.8	67.7	69	52.5	50.6	51.2	46.7	72.5	59.6	59.4
Recce2026.02	57.9	29	49.1	52.5	47.1	55.8	21.4	14.9	59.5	20.9	27.2	33.3	6.4	3.5	4.9	7.3	61.8	34.5	30
CapsuleNet2026.02	57.5	26.5	66.1	54.5	51.1	46.7	39.5	19.7	19.8	22.5	38.1	31	69.9	36.6	53.2	12.6	90.7	51.7	46.8
UnivFD2026.02	57	44.8	57.6	57.4	54.2	84.1	68.3	81.7	84.9	76.9	82.9	79.8	65.7	76.2	70.9	39	86.3	62.7	66.9
EfficientNet2026.02	56.4	31.6	63.4	60.8	53.1	35.7	47.3	17.7	12.8	27.7	29.2	28.4	44.8	31.5	38.2	24.9	85.7	55.3	43.7
Sia2026.02	55.4	31.4	73.1	58.6	54.6	49.9	50.7	23.5	24.8	42.5	42	38.9	66	31.7	48.8	25.7	89.8	57.7	50
EfficientNet2026.02	46	21.2	53.6	52.1	43.2	24.2	43.3	10.4	8.6	17.5	17.2	20.2	39.1	22.9	31	15.8	92.8	54.3	37.2
EfficientNet2026.02	45	29	50.8	48.5	43.3	65.2	58.9	63.1	65.1	62.1	63.7	63	51.7	51.1	51.4	47	76.8	61.9	54.9