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ResearchFormerly WizWand

Image Deepfake Detection on DFo

0.991AUCOurs
0.4378240.5814370.725050.868663Aug 30, 2024Dec 10, 2024Mar 23, 2025Jul 4, 2025Oct 14, 2025Jan 25, 2026May 8, 2026
Updated 5mo ago

Evaluation results

MethodLinks
OursTraining Dataset=FF++ c23, Evaluation Protocol=Protocol-12024.080.991
HAADTraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation2026.050.979
CFMVenues=TIFS 2023, Training Dataset=FF++ c23, Evaluation Protocol=Protocol-12024.080.976
DCLVenues=AAAI 2022, Training Dataset=FF++ c23, Evaluation Protocol=Protocol-12024.080.975
EffortTraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation, Re-implemented=true2026.050.965
X^2-DFDTraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation, Re-implemented=true2026.050.959
SpInShieldAttack Type=Spectral Tilt2026.050.9481
VLFFDTraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation, Re-implemented=true2026.050.946
SpInShieldAttack Type=SNR-based Noise2026.050.9311
SBIVenues=CVPR 2022, Training Dataset=FF++ c23, Evaluation Protocol=Protocol-12024.080.899
SBITraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation2026.050.899
LSDAVenues=CVPR 2024, Training Dataset=FF++ c23, Evaluation Protocol=Protocol-12024.080.892
MSBA-CLIPTraining Dataset=FF++ (C23), Evaluation Level=Frame-level2026.020.8855
DAIDTraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation, Re-implemented=true2026.050.884
SPSLTraining Dataset=FF++ (C23), Evaluation Level=Frame-level2026.020.8767
FIA-USATraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation, Re-implemented=true2026.050.874
Face X-rayTraining Dataset=FF++ (C23), Evaluation Level=Frame-level2026.020.868
SRMTraining Dataset=FF++ (C23), Evaluation Level=Frame-level2026.020.8638
SeeABLEVenues=ICCV 2023, Training Dataset=FF++ c23, Evaluation Protocol=Protocol-12024.080.863
CORETraining Dataset=FF++ (C23), Evaluation Level=Frame-level2026.020.8475
F3NetTraining Dataset=FF++ (C23), Evaluation Level=Frame-level2026.020.8431
XceptionTraining Dataset=FF++ (C23), Evaluation Level=Frame-level2026.020.833
UCFTraining Dataset=FF++ (C23), Evaluation Level=Frame-level2026.020.8241
UCFVenues=ICCV 2023, Training Dataset=FF++ c23, Evaluation Protocol=Protocol-12024.080.808
UCFTraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation2026.050.808
IIDTraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation2026.050.808
RECCEVenues=CVPR 2022, Training Dataset=FF++ c23, Evaluation Protocol=Protocol-12024.080.784
RECCETraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation2026.050.784
LSDATraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation2026.050.768
NACOAttack Type=Spectral Tilt2026.050.7658
COREVenues=CVPRW 2022, Training Dataset=FF++ c23, Evaluation Protocol=Protocol-12024.080.765
CORETraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation2026.050.765
SLFAttack Type=Spectral Tilt2026.050.7581
DFD-FCGAttack Type=Spectral Tilt2026.050.7571
AltFreAttack Type=Spectral Tilt2026.050.7565
NACOAttack Type=SNR-based Noise2026.050.7452
TALLAttack Type=Spectral Tilt2026.050.7423
FTCNAttack Type=Spectral Tilt2026.050.7345
F3NetVenues=ECCV 2020, Training Dataset=FF++ c23, Evaluation Protocol=Protocol-12024.080.73
F3NetTraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation2026.050.73
SpInShieldevaluation_protocol=Adaptive white-box attack2026.050.7286
DFD-FCGAttack Type=SNR-based Noise2026.050.7269
AltFreAttack Type=SNR-based Noise2026.050.7256
FakeSTAttack Type=Spectral Tilt2026.050.7248
SLFAttack Type=SNR-based Noise2026.050.7244
SPSLVenues=CVPR 2021, Training Dataset=FF++ c23, Evaluation Protocol=Protocol-12024.080.723
SPSLTraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation2026.050.723
SRMVenues=CVPR 2021, Training Dataset=FF++ c23, Evaluation Protocol=Protocol-12024.080.722
SRMTraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation2026.050.722
PTFDAttack Type=Spectral Tilt2026.050.7152
TALLAttack Type=SNR-based Noise2026.050.7122
FTCNAttack Type=SNR-based Noise2026.050.7057
FakeSTAttack Type=SNR-based Noise2026.050.6936
PTFDAttack Type=SNR-based Noise2026.050.684
DFD-FCGevaluation_protocol=Adaptive white-box attack2026.050.6492
AFWAttack Type=Spectral Tilt2026.050.6255
SLFevaluation_protocol=Adaptive white-box attack2026.050.6245
AFWAttack Type=SNR-based Noise2026.050.6023
FakeSTevaluation_protocol=Adaptive white-box attack2026.050.6014
VideoMAE(B)Attack Type=Spectral Tilt2026.050.5381
VideoMAE(B)Attack Type=SNR-based Noise2026.050.5213
VideoMAEevaluation_protocol=Adaptive white-box attack2026.050.4591