Deepfake Detection on DF40 (test)
99.1UniFaceLOGER
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| LOGERTraining=multi-source2026.04 | 99.1 | 96.3 | 96.1 | 98.9 | 95 | 98 | 89 | 98.6 | 96.4 | |
| EffortTraining=FF++ c232026.04 | 96.2 | 87.3 | 95.3 | 98.3 | 92.6 | 95.7 | 93.6 | 92.6 | 94 | |
| Effort + TSRLRetrained=true, TSRL Integration=true2026.03 | 95.4 | 90.2 | 93.3 | 98.3 | 94.8 | 97.5 | 93.7 | 90.4 | 94.2 | |
| EffortRetrained=true, TSRL Integration=false2026.03 | 94.6 | 83.9 | 90.5 | 98.7 | 91 | 96.7 | 93.7 | 87 | 92 | |
| CORE + TSRLRetrained=true, TSRL Integration=true2026.03 | 92.6 | 86.7 | 93 | 53.7 | 85.5 | 92.3 | 94.1 | 85.8 | 85.5 | |
| ProDetTraining=FF++ c232026.04 | 90.8 | 92.9 | 97.5 | 77.1 | 74.7 | 92.8 | 83.7 | 84.4 | 86.7 | |
| RECCERetrained=false, TSRL Integration=false2026.03 | 89.8 | 83.2 | 92.5 | 68.3 | 84.8 | 94.9 | 84.8 | 76.8 | 84.4 | |
| RECCETraining=FF++ c232026.04 | 89.8 | 83.2 | 92.5 | 68.3 | 84.8 | 94.9 | 84.8 | 76.8 | 84.4 | |
| ProDet + TSRLRetrained=true, TSRL Integration=true2026.03 | 88.3 | 91.6 | 95.6 | 78.9 | 70.6 | 92.8 | 81.9 | 80.1 | 85 | |
| SLADDRetrained=false, TSRL Integration=false2026.03 | 87.8 | 88.2 | 95.4 | 76.5 | 82.5 | 94.3 | 87.9 | 79.4 | 86.5 | |
| SLADDTraining=FF++ c232026.04 | 87.8 | 88.2 | 95.4 | 76.5 | 82.5 | 94.3 | 87.9 | 79.4 | 86.5 | |
| LSDARetrained=false, TSRL Integration=false2026.03 | 87.2 | 87.5 | 93 | 69.4 | 72.1 | 93.9 | 85.5 | 79.3 | 83.5 | |
| LSDATraining=FF++ c232026.04 | 87.2 | 87.5 | 93 | 69.4 | 72.1 | 93.9 | 85.5 | 79.3 | 83.5 | |
| CORETraining=FF++ c232026.04 | 87.1 | 84.3 | 95.9 | 67.9 | 77.4 | 95.8 | 85.5 | 72.4 | 83.3 | |
| ProDetRetrained=true, TSRL Integration=false2026.03 | 86.9 | 90.8 | 95.9 | 75.4 | 69.9 | 90.1 | 80.9 | 81.4 | 83.9 | |
| CORERetrained=true, TSRL Integration=false2026.03 | 85.5 | 84.3 | 93.6 | 65.8 | 74.1 | 94.2 | 83.4 | 70 | 81.4 | |
| IIDTraining=FF++ c232026.04 | 83.9 | 78.9 | 88.8 | 76.6 | 84.4 | 92.7 | 78.9 | 64.4 | 81.1 | |
| IID + TSRLRetrained=true, TSRL Integration=true2026.03 | 83.3 | 81.2 | 92.7 | 65.1 | 82.7 | 90.3 | 82.5 | 70.4 | 81 | |
| UCFTraining=FF++ c232026.04 | 83.1 | 82.7 | 95 | 73.1 | 86.2 | 93.7 | 80.9 | 64.7 | 82.4 | |
| IIDRetrained=true, TSRL Integration=false2026.03 | 83 | 79.6 | 94.5 | 67.5 | 78.7 | 92.8 | 80 | 68.5 | 80.6 | |
| UCF + TSRLRetrained=true, TSRL Integration=true2026.03 | 83 | 82.1 | 94.7 | 71.8 | 83.6 | 91 | 77.8 | 65.2 | 81.2 | |
| UCFRetrained=true, TSRL Integration=false2026.03 | 82.3 | 81.4 | 93 | 71 | 82 | 91.9 | 79.6 | 63.4 | 80.6 | |
| F3NetRetrained=false, TSRL Integration=false2026.03 | 80.9 | 80.8 | 86.7 | 49.4 | 71.7 | 84.5 | 75.7 | 67.4 | 74.6 | |
| F3NetTraining=FF++ c232026.04 | 80.9 | 80.8 | 86.7 | 49.4 | 71.7 | 84.5 | 75.7 | 67.4 | 74.6 | |
| CDFARetrained=false, TSRL Integration=false2026.03 | 76.2 | 75.6 | 82.3 | 63.1 | 80.3 | 94.2 | 77.2 | 75.7 | 78.1 | |
| CDFATraining=FF++ c232026.04 | 76.2 | 75.6 | 82.3 | 63.1 | 80.3 | 94.2 | 77.2 | 75.7 | 78.1 | |
| SRMRetrained=false, TSRL Integration=false2026.03 | 74.9 | 70.4 | 77.9 | 70.4 | 65.9 | 77.2 | 79.3 | 69.4 | 73.2 | |
| SRMTraining=FF++ c232026.04 | 74.9 | 70.4 | 77.9 | 70.4 | 65.9 | 77.2 | 79.3 | 69.4 | 73.2 | |
| SPSLRetrained=false, TSRL Integration=false2026.03 | 74.7 | 74.8 | 88.5 | 51.4 | 66.6 | 81.2 | 64.3 | 66.5 | 71 | |
| SPSLTraining=FF++ c232026.04 | 74.7 | 74.8 | 88.5 | 51.4 | 66.6 | 81.2 | 64.3 | 66.5 | 71 | |
| SBIRetrained=false, TSRL Integration=false2026.03 | 72.4 | 89.1 | 95.2 | 75 | 59.4 | 80.3 | 71.2 | 70.1 | 76.6 | |
| SBITraining=FF++ c232026.04 | 72.4 | 89.1 | 95.2 | 75 | 59.4 | 80.3 | 71.2 | 70.1 | 76.6 | |
| TALLRetrained=false, TSRL Integration=false2026.03 | 71.4 | 69.9 | 80.5 | 65.1 | 76.8 | 86.3 | 76.2 | 61.6 | 73.5 | |
| CLIP + TSRLRetrained=true, TSRL Integration=true2026.03 | 59.8 | 63.3 | 82.7 | 59.8 | 72.8 | 82.8 | 66.3 | 51.4 | 67.4 | |
| CLIPRetrained=true, TSRL Integration=false2026.03 | 59.7 | 67.2 | 79.8 | 57.1 | 70 | 75.5 | 63.1 | 49.8 | 65.3 |