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Image Manipulation Localization on Coverage

75.8F1 Score

ObjectFormer

Updated 20d ago

Evaluation Results

Method
ObjectFormer 2022.03	75.8	95.7	-	-	-	-	-
PSCCNet 2022.03	72.3	94.1	-	-	-	-	-
TinySAM w. ReVi 2026.04	70.01	-	-	-	-	-	-
Sparse-ViT 2026.04	69.74	-	-	-	-	-	-
SegFormer w. ReVi 2026.04	66.44	-	-	-	-	-	-
FASA 2026.04	65.37	95.62	-	-	-	-	-
IML-ViT 2026.04	61.35	94.07	-	-	-	-	-
LDM w. ReVi 2026.04	60.84	-	-	-	-	-	-
Swin Transformer w. ReVi 2026.04	59.1	-	-	-	-	-	-
TruFor 2026.04	59.04	-	-	-	-	-	-
Mesorch 2026.04	58.62	93.27	-	-	-	-	-
Mesorch 2025.09	58.6	-	-	-	54.4	59.3	-
IML-ViT 2026.04	58.14	-	-	-	-	-	-
MaskCLIP 2026.04	56.91	93.82	-	-	-	-	-
RITA 2025.09	56.6	-	-	-	61.8	64.3	-
MPC 2026.04	56.52	-	-	-	-	-	-
SPAN 2022.03	55.8	93.7	-	-	-	-	-
SparseViT 2026.04	51.65	93.86	-	-	-	-	-
EVP 2026.04	50.97	-	-	-	-	-	-
Mesorch 2026.04	49.47	-	-	-	-	-	-
PSCC-Net 2026.04	48.55	-	-	-	-	-	-
MVSS 2025.09	48.2	-	-	-	47.7	49.5	-
FRAME 2026.05	46.8	-	-	-	-	-	35.4
MVSS-Net 2026.04	46.63	86.32	-	-	-	-	-
Trufor 2025.09	45.7	-	-	-	47.3	53.1	-
TruFor 2026.04	45.06	94.24	-	-	-	-	-
PSCC 2025.09	44.8	-	-	-	54.1	55.5	-
TruFor 2026.05	44.7	-	-	-	-	-	33.8
RITA 2025.09	44.3	-	-	-	51.4	51.5	-
RGB-N 2022.03	43.7	81.7	-	-	-	-	-
CAT-Net 2026.04	42.73	91.68	-	-	-	-	-
CAT-Net 2025.09	42.7	-	-	-	47.8	53.3	-
TruFor 2025.09	41.9	-	-	-	42.1	46.4	-
ACBG 2026.04	41.03	-	-	-	-	-	-
PSCC-Net 2026.04	40.34	88.38	-	-	-	-	-
CAT-Net 2026.05	40.2	-	-	-	-	-	30.4
ManTraNet 2026.05	37.8	-	-	-	-	-	28.1
XGB-Ensemble (pyIFD) 2026.05	37.1	-	-	-	-	-	27.9
RF-Ensemble (pyIFD) 2026.05	35.6	-	-	-	-	-	26.8
Heuristic-K + uniform 2026.05	33.2	-	-	-	-	-	24.8
Mesorch 2025.09	32.6	-	-	-	34.6	40.2	-
Best single pyIFD 2026.05	31.8	-	-	-	-	-	23.7
CAT-Net 2025.09	29.6	-	-	-	36.1	37.8	-
Random-K + uniform 2026.05	29.4	-	-	-	-	-	21.5
SegFormer w. ReVi 2026.04	28.93	-	-	-	-	-	-
Uniform-all pyIFD 2026.05	28.1	-	-	-	-	-	20.4
Swin Transformer w. ReVi 2026.04	27.5	-	-	-	-	-	-
LDM w. ReVi 2026.04	26.77	-	-	-	-	-	-
EVP 2026.04	26.67	-	-	-	-	-	-
MVSS-Net 2025.09	25.9	-	-	-	29.3	32.7	-
PSCC-Net 2025.09	23.1	-	-	-	37.7	36.3	-
TinySAM w. ReVi 2026.04	21.35	-	-	-	-	-	-
MMFusion 2026.05	21.3	-	-	-	-	-	15.2
IML-ViT 2026.04	19.86	-	-	-	-	-	-
Sparse-ViT 2026.04	18.76	-	-	-	-	-	-
Mesorch 2026.04	17.46	-	-	-	-	-	-
TruFor 2026.04	14.91	-	-	-	-	-	-
PSCC-Net 2026.04	13.35	-	-	-	-	-	-
MPC 2026.04	9.49	-	-	-	-	-	-
ACBG 2026.04	8.31	-	-	-	-	-	-
ManTraNet 2022.03	-	81.9	-	-	-	-	-
SPAN 2022.03	-	92.2	-	-	-	-	-
PSCCNet 2022.03	-	84.7	-	-	-	-	-
ObjectFormer 2022.03	-	92.8	-	-	-	-	-
J-LSTM 2022.03	-	61.4	-	-	-	-	-
H-LSTM 2022.03	-	71.2	-	-	-	-	-
ManTra-Net 2023.03	-	81.9	-	-	-	-	-
SPAN 2023.03	-	92.2	-	-	-	-	-
PSCC-Net 2023.03	-	84.7	-	-	-	-	-
ObjectFormer 2023.03	-	92.8	-	-	-	-	-
HiFi-Net 2023.03	-	93.2	-	-	-	-	-
HiFi-Net 2023.03	-	92.4	-	-	-	-	-
ADQ 2022.12	-	-	16.7	16.5	-	-	-
Splicebuster 2022.12	-	-	32.1	19.2	-	-	-
EXIF-SC 2022.12	-	-	33.2	16.4	-	-	-
CR-CNN 2022.12	-	-	48.7	39.1	-	-	-
RRU-Net 2022.12	-	-	33.9	27.9	-	-	-
ManTraNet 2022.12	-	-	48.6	31.7	-	-	-
SPAN 2022.12	-	-	42.8	23.5	-	-	-
AdaCFA 2022.12	-	-	21.5	18.3	-	-	-
CAT-Net v2 2022.12	-	-	58.2	38.1	-	-	-
IF-OSN 2022.12	-	-	47.2	30.4	-	-	-
MVSS-Net 2022.12	-	-	65.9	51.4	-	-	-
PSCC-Net 2022.12	-	-	61.5	47.3	-	-	-
Noiseprint 2022.12	-	-	34.2	22.9	-	-	-
TruFor 2022.12	-	-	73.5	60	-	-	-