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ResearchFormerly WizWand

Deepfake Detection on WildDeepfake (WDF)

0.8896Video-level AUCVRAG-DFD
0.4144240.5377870.661150.784513Dec 3, 2025Dec 29, 2025Jan 24, 2026Feb 19, 2026Mar 17, 2026Apr 12, 2026May 8, 2026
Updated 6mo ago

Evaluation results

MethodLinks
VRAG-DFDVenue=CVPRF 2026, Explainable=true, Research Topic=MLLM + Dynamic RAG2026.040.8896
FCGPristine only=false2025.120.872
FSFMPristine only=false2025.120.8696
χ2-DFDVenue=NeurIPS 2025, Explainable=true, Research Topic=MLLM + Detector2026.040.864
EffortPristine only=false, Model selection protocol (test-time data)=true2025.120.848
VBPristine only=true, Model selection protocol (test-time data)=true2025.120.848
EffortVenue=ICML 2025, Explainable=false, Research Topic=Fine-tune CLIP-ViT2026.040.848
KiMoIPristine only=true2025.120.8352
CDFAPristine only=false2025.120.796
UCFVenue=ICCV 2023, Explainable=false, Research Topic=Disentanglement2026.040.7742
UCFPristine only=false2025.120.774
RECCEPristine only=false2025.120.756
LSDAPristine only=false, Model selection protocol (test-time data)=true2025.120.756
FakeSTormerPristine only=true2025.120.753
SFAPristine only=false2025.120.737
SBI (c23)Pristine only=true2025.120.7356
F3NetPristine only=false2025.120.728
F3-NetVenue=ECCV 2020, Explainable=false, Research Topic=Frequency + CNN2026.040.728
COREVenue=CVPR 2022, Explainable=false, Research Topic=Augmentation2026.040.724
SRMVenue=CVPR 2021, Explainable=false, Research Topic=Attention + FPN2026.040.722
DCLVenue=AAAI 2022, Explainable=false, Research Topic=Contrastive Learning2026.040.7114
SPSLPristine only=false2025.120.702
SRMPristine only=false2025.120.702
SPSLVenue=CVPR 2021, Explainable=false, Research Topic=Phase Spectrum2026.040.702
SLADDPristine only=false2025.120.69
SpInShieldevaluation_protocol=Adaptive white-box attack2026.050.6183
AltfreezingPristine only=false2025.120.5958
DFD-FCGevaluation_protocol=Adaptive white-box attack2026.050.5347
SLFevaluation_protocol=Adaptive white-box attack2026.050.4961
FakeSTevaluation_protocol=Adaptive white-box attack2026.050.4762
VideoMAEevaluation_protocol=Adaptive white-box attack2026.050.4327