Deepfake Detection on Aggregate All Unseen (test)
98.06mAPKhan et al.
Evaluation Results
| Method | Links | |
|---|---|---|
| Khan et al.Variant=Prompt Tuning2025.12 | 98.06 | |
| Khan et al.Variant=Adapter2025.12 | 97.27 | |
| Khan et al.Variant=Fine Tuning2025.12 | 96.29 | |
| Adapter_v2Method Group=Ours_v22025.12 | 96.02 | |
| AdaptPrompt_v2Method Group=Ours_v22025.12 | 95.91 | |
| Adapter_v0Method Group=Ours_v02025.12 | 95.53 | |
| Adapter_v1Method Group=Ours_v12025.12 | 95.53 | |
| Khan et al.Variant=Linear Probing2025.12 | 95.22 | |
| AdaptPrompt_v0Method Group=Ours_v02025.12 | 94.5 | |
| AdaptPrompt_v1Method Group=Ours_v12025.12 | 94.46 | |
| Gragn. et al.Variant=ResNet-50 No Downsample2025.12 | 94.24 | |
| Prompt Tuning_v2Method Group=Ours_v22025.12 | 93.88 | |
| Prompt Tuning_v0Method Group=Ours_v02025.12 | 93.62 | |
| Prompt Tuning_v1Method Group=Ours_v12025.12 | 93.62 | |
| Ojha et al.Variant=CLIP Linear Probing2025.12 | 93.05 | |
| Fine Tuning_v0Method Group=Ours_v02025.12 | 91.73 | |
| Corvi et al.Variant=ProGAN/LSUN2025.12 | 91.52 | |
| Fine Tuning_v2Method Group=Ours_v22025.12 | 91.43 | |
| Fine Tuning_v1Method Group=Ours_v12025.12 | 90.44 | |
| Linear Probing_v2Method Group=Ours_v22025.12 | 89.81 | |
| Linear Probing_v0Method Group=Ours_v02025.12 | 87.5 | |
| Wang et al.Variant=Blur+JPEG (0.1)2025.12 | 81.18 | |
| Corvi et al.Variant=Latent/LSUN2025.12 | 79.93 | |
| Wang et al.Variant=Blur+JPEG (0.5)2025.12 | 72.65 |