Face Forgery Detection on Protocol 1 Dataset Incremental (SDv21, FF++, DFDCP, CDF)
99.99SDv21 ScoreSUR-LID
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SUR-LIDReplays=500, Task=T12024.11 | 99.99 | — | — | — | 99.99 | |
| SUR-LIDReplays=500, Task=T1, Backbone=CNN2026.04 | 99.99 | — | — | — | 99.99 | |
| DFILReplays=500, Task=T1, Backbone=ViT-L/142026.04 | 99.99 | — | — | — | 99.99 | |
| SUR-LIDReplays=500, Task=T1, Backbone=ViT-L/142026.04 | 99.99 | — | — | — | 99.99 | |
| SUR-LIDReplays=500, Task=T2, Backbone=ViT-L/142026.04 | 99.99 | 90.9 | — | — | 95.45 | |
| Coda-PromptReplays=0, Task=T1, Backbone=ViT2026.04 | 99.99 | — | — | — | 99.99 | |
| AIFINDReplays=0, Task=T1, Backbone=ViT2026.04 | 99.99 | — | — | — | 99.99 | |
| AIFINDReplays=0, Task=T2, Backbone=ViT2026.04 | 99.99 | 94.84 | — | — | 97.42 | |
| AIFINDReplays=0, Task=T3, Backbone=ViT2026.04 | 99.99 | 93.97 | 92.67 | — | 95.54 | |
| Lower BoundReplays=0, Task=T12024.11 | 99.98 | — | — | — | 99.98 | |
| LwFReplays=0, Task=T12024.11 | 99.98 | — | — | — | 99.98 | |
| iCaRLReplays=500, Task=T12024.11 | 99.98 | — | — | — | 99.98 | |
| DERReplays=500, Task=T12024.11 | 99.98 | — | — | — | 99.98 | |
| CoReDReplays=500, Task=T12024.11 | 99.98 | — | — | — | 99.98 | |
| DFILReplays=500, Task=T12024.11 | 99.98 | — | — | — | 99.98 | |
| HDPReplays=500, Task=T12024.11 | 99.98 | — | — | — | 99.98 | |
| CoReDReplays=500, Task=T1, Backbone=CNN2026.04 | 99.98 | — | — | — | 99.98 | |
| DFILReplays=500, Task=T1, Backbone=CNN2026.04 | 99.98 | — | — | — | 99.98 | |
| HDPReplays=500, Task=T1, Backbone=CNN2026.04 | 99.98 | — | — | — | 99.98 | |
| SUR-LIDReplays=500, Task=T3, Backbone=ViT-L/142026.04 | 99.97 | 90.12 | 92.38 | — | 94.16 | |
| SUR-LIDReplays=500, Task=T4, Backbone=ViT-L/142026.04 | 99.97 | 88.38 | 93.94 | 97.14 | 94.86 | |
| CL-LoRAReplays=0, Task=T1, Backbone=ViT2026.04 | 99.97 | — | — | — | 99.97 | |
| AIFINDReplays=0, Task=T4, Backbone=ViT2026.04 | 99.88 | 93.27 | 95.51 | 98.79 | 96.86 | |
| SUR-LIDReplays=500, Task=T32024.11 | 99.86 | 0.8844 | 0.9161 | — | 93.3 | |
| SUR-LIDReplays=500, Task=T3, Backbone=CNN2026.04 | 99.86 | 88.44 | 91.61 | — | 93.3 | |
| SUR-LIDReplays=500, Task=T42024.11 | 99.71 | 0.8479 | 0.9067 | 0.9744 | 93.15 | |
| SUR-LIDReplays=500, Task=T4, Backbone=CNN2026.04 | 99.71 | 84.79 | 90.67 | 97.44 | 93.15 | |
| SUR-LIDReplays=500, Task=T22024.11 | 99.37 | 0.9485 | — | — | 97.11 | |
| SUR-LIDReplays=500, Task=T2, Backbone=CNN2026.04 | 99.37 | 94.85 | — | — | 97.11 | |
| DFILReplays=500, Task=T3, Backbone=ViT-L/142026.04 | 98.97 | 83.72 | 91.92 | — | 91.54 | |
| DFILReplays=500, Task=T32024.11 | 96.92 | 0.8164 | 0.9088 | — | 89.81 | |
| DFILReplays=500, Task=T3, Backbone=CNN2026.04 | 96.92 | 81.64 | 90.88 | — | 89.81 | |
| DFILReplays=500, Task=T4, Backbone=ViT-L/142026.04 | 94.13 | 75.23 | 82.41 | 99.23 | 87.75 | |
| HDPReplays=500, Task=T32024.11 | 93.41 | 0.8532 | 0.8737 | — | 88.7 | |
| HDPReplays=500, Task=T3, Backbone=CNN2026.04 | 93.41 | 85.32 | 87.37 | — | 88.7 | |
| DFILReplays=500, Task=T42024.11 | 93.26 | 0.7397 | 0.7908 | 0.9881 | 86.28 | |
| DFILReplays=500, Task=T4, Backbone=CNN2026.04 | 93.26 | 73.97 | 79.08 | 98.81 | 86.28 | |
| HDPReplays=500, Task=T42024.11 | 90.55 | 0.8039 | 0.8412 | 0.9501 | 87.52 | |
| HDPReplays=500, Task=T4, Backbone=CNN2026.04 | 90.55 | 80.39 | 84.12 | 95.01 | 87.52 | |
| CoReDReplays=500, Task=T42024.11 | 87.18 | 0.8376 | 0.7987 | 0.9341 | 86.06 | |
| CoReDReplays=500, Task=T4, Backbone=CNN2026.04 | 87.18 | 83.76 | 79.87 | 93.41 | 86.06 | |
| Coda-PromptReplays=0, Task=T3, Backbone=ViT2026.04 | 85.64 | 83.15 | 90.26 | — | 86.35 | |
| CoReDReplays=500, Task=T32024.11 | 85.55 | 0.9096 | 0.8154 | — | 86.02 | |
| CoReDReplays=500, Task=T3, Backbone=CNN2026.04 | 85.55 | 90.96 | 81.54 | — | 86.02 | |
| HDPReplays=500, Task=T22024.11 | 83.73 | 0.9507 | — | — | 89.4 | |
| HDPReplays=500, Task=T2, Backbone=CNN2026.04 | 83.73 | 95.07 | — | — | 89.4 | |
| DFILReplays=500, Task=T2, Backbone=ViT-L/142026.04 | 83.42 | 95.81 | — | — | 89.62 | |
| Coda-PromptReplays=0, Task=T4, Backbone=ViT2026.04 | 80.49 | 74.92 | 81.31 | 94.13 | 82.71 | |
| CL-LoRAReplays=0, Task=T3, Backbone=ViT2026.04 | 80.15 | 88.96 | 89.91 | — | 86.34 | |
| Coda-PromptReplays=0, Task=T2, Backbone=ViT2026.04 | 79.58 | 93.23 | — | — | 86.45 | |
| CL-LoRAReplays=0, Task=T2, Backbone=ViT2026.04 | 78.92 | 94.21 | — | — | 86.56 | |
| CL-LoRAReplays=0, Task=T4, Backbone=ViT2026.04 | 77.42 | 82.56 | 85.49 | 96.26 | 85.43 | |
| LwFReplays=0, Task=T22024.11 | 75.32 | 0.9479 | — | — | 85.06 | |
| CoReDReplays=500, Task=T22024.11 | 74.59 | 0.9433 | — | — | 84.46 | |
| CoReDReplays=500, Task=T2, Backbone=CNN2026.04 | 74.59 | 94.33 | — | — | 84.46 | |
| DFILReplays=500, Task=T22024.11 | 74 | 0.9466 | — | — | 84.33 | |
| DFILReplays=500, Task=T2, Backbone=CNN2026.04 | 74 | 94.66 | — | — | 84.33 | |
| Lower BoundReplays=0, Task=T22024.11 | 73.92 | 0.946 | — | — | 84.26 | |
| DERReplays=500, Task=T22024.11 | 73.53 | 0.9518 | — | — | 84.36 | |
| iCaRLReplays=500, Task=T22024.11 | 72.67 | 0.9459 | — | — | 83.63 | |
| iCaRLReplays=500, Task=T32024.11 | 70.1 | 0.7447 | 0.9135 | — | 78.64 | |
| Lower BoundReplays=0, Task=T32024.11 | 70.04 | 0.7136 | 0.9133 | — | 77.58 | |
| iCaRLReplays=500, Task=T42024.11 | 65.2 | 0.6789 | 0.7501 | 0.9805 | 76.54 | |
| DERReplays=500, Task=T32024.11 | 63.78 | 0.7402 | 0.9092 | — | 76.24 | |
| LwFReplays=0, Task=T42024.11 | 61.54 | 0.8133 | 0.8336 | 0.9263 | 79.72 | |
| DERReplays=500, Task=T42024.11 | 60.71 | 0.656 | 0.7651 | 0.9873 | 75.39 | |
| LwFReplays=0, Task=T32024.11 | 58.07 | 0.905 | 0.837 | — | 77.42 | |
| Lower BoundReplays=0, Task=T42024.11 | 52.8 | 0.6362 | 0.7636 | 0.9816 | 72.6 |