Face Forgery Detection on Protocol 2 Forgery Type Incremental: Hybrid, FR, FS, EFS
97.19Hybrid AccAIFIND
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| AIFINDReplays=0, Task=T1, Backbone=ViT2026.04 | 97.19 | — | — | — | 97.19 | |
| LwFReplays=0, Task=T12024.11 | 97 | — | — | — | 97 | |
| DERReplays=500, Task=T12024.11 | 97 | — | — | — | 97 | |
| Lower BoundReplays=0, Task=T12024.11 | 96.87 | — | — | — | 96.87 | |
| SUR-LIDReplays=500, Task=T12024.11 | 96.85 | — | — | — | 96.85 | |
| SUR-LIDReplays=500, Task=T1, Backbone=CNN2026.04 | 96.85 | — | — | — | 96.85 | |
| DFILReplays=500, Task=T1, Backbone=ViT-L/142026.04 | 96.82 | — | — | — | 96.82 | |
| HDPReplays=500, Task=T12024.11 | 96.71 | — | — | — | 96.71 | |
| HDPReplays=500, Task=T1, Backbone=CNN2026.04 | 96.71 | — | — | — | 96.71 | |
| CoReDReplays=500, Task=T12024.11 | 96.65 | — | — | — | 96.65 | |
| CoReDReplays=500, Task=T1, Backbone=CNN2026.04 | 96.65 | — | — | — | 96.65 | |
| iCaRLReplays=500, Task=T12024.11 | 96.53 | — | — | — | 96.53 | |
| DFILReplays=500, Task=T12024.11 | 96.46 | — | — | — | 96.46 | |
| DFILReplays=500, Task=T1, Backbone=CNN2026.04 | 96.46 | — | — | — | 96.46 | |
| Coda-PromptReplays=0, Task=T1, Backbone=ViT2026.04 | 96.31 | — | — | — | 96.31 | |
| AIFINDReplays=0, Task=T2, Backbone=ViT2026.04 | 96.05 | 99.48 | — | — | 97.76 | |
| CL-LoRAReplays=0, Task=T1, Backbone=ViT2026.04 | 95.31 | — | — | — | 95.31 | |
| AIFINDReplays=0, Task=T3, Backbone=ViT2026.04 | 94.47 | 99.09 | 98.17 | — | 97.24 | |
| SUR-LIDReplays=500, Task=T1, Backbone=ViT-L/142026.04 | 94.06 | — | — | — | 94.06 | |
| CoReDReplays=500, Task=T22024.11 | 93.55 | 0.7988 | — | — | 86.71 | |
| CoReDReplays=500, Task=T2, Backbone=CNN2026.04 | 93.55 | 79.88 | — | — | 86.71 | |
| AIFINDReplays=0, Task=T4, Backbone=ViT2026.04 | 92.86 | 98.97 | 98.92 | 99.99 | 97.69 | |
| SUR-LIDReplays=500, Task=T2, Backbone=ViT-L/142026.04 | 92.35 | 99.02 | — | — | 95.68 | |
| SUR-LIDReplays=500, Task=T32024.11 | 90.5 | 0.9626 | 0.9794 | — | 94.9 | |
| SUR-LIDReplays=500, Task=T3, Backbone=CNN2026.04 | 90.5 | 96.26 | 97.94 | — | 94.9 | |
| SUR-LIDReplays=500, Task=T3, Backbone=ViT-L/142026.04 | 90.43 | 98.86 | 97.56 | — | 95.62 | |
| SUR-LIDReplays=500, Task=T4, Backbone=ViT-L/142026.04 | 90.35 | 98.98 | 97.73 | 99.94 | 96.75 | |
| CoReDReplays=500, Task=T32024.11 | 89.07 | 0.7929 | 0.8605 | — | 84.8 | |
| CoReDReplays=500, Task=T3, Backbone=CNN2026.04 | 89.07 | 79.29 | 86.05 | — | 84.8 | |
| LwFReplays=0, Task=T22024.11 | 88.76 | 0.8845 | — | — | 88.61 | |
| SUR-LIDReplays=500, Task=T42024.11 | 87.9 | 0.9679 | 0.9356 | 0.9907 | 94.33 | |
| SUR-LIDReplays=500, Task=T4, Backbone=CNN2026.04 | 87.9 | 96.79 | 93.56 | 99.07 | 94.33 | |
| CoReDReplays=500, Task=T42024.11 | 84.54 | 0.6429 | 0.8417 | 0.9263 | 81.41 | |
| CoReDReplays=500, Task=T4, Backbone=CNN2026.04 | 84.54 | 64.29 | 84.17 | 92.63 | 81.41 | |
| LwFReplays=0, Task=T32024.11 | 84.07 | 0.8099 | 0.9664 | — | 87.24 | |
| SUR-LIDReplays=500, Task=T22024.11 | 82.91 | 0.9242 | — | — | 87.66 | |
| SUR-LIDReplays=500, Task=T2, Backbone=CNN2026.04 | 82.91 | 92.42 | — | — | 87.66 | |
| LwFReplays=0, Task=T42024.11 | 78.73 | 0.5673 | 0.9367 | 0.9282 | 80.49 | |
| iCaRLReplays=500, Task=T32024.11 | 73.79 | 0.6624 | 0.9754 | — | 79.19 | |
| DERReplays=500, Task=T32024.11 | 68.15 | 0.1968 | 0.9794 | — | 61.93 | |
| HDPReplays=500, Task=T22024.11 | 67.41 | 0.9545 | — | — | 81.43 | |
| HDPReplays=500, Task=T2, Backbone=CNN2026.04 | 67.41 | 95.45 | — | — | 81.43 | |
| iCaRLReplays=500, Task=T22024.11 | 67.36 | 0.9989 | — | — | 83.63 | |
| DFILReplays=500, Task=T3, Backbone=ViT-L/142026.04 | 65.98 | 73.24 | 99.41 | — | 79.54 | |
| HDPReplays=500, Task=T32024.11 | 63 | 0.7135 | 0.9509 | — | 76.48 | |
| HDPReplays=500, Task=T3, Backbone=CNN2026.04 | 63 | 71.35 | 95.09 | — | 76.48 | |
| CL-LoRAReplays=0, Task=T2, Backbone=ViT2026.04 | 62.16 | 98.46 | — | — | 80.31 | |
| Coda-PromptReplays=0, Task=T2, Backbone=ViT2026.04 | 61.32 | 82.31 | — | — | 71.81 | |
| DFILReplays=500, Task=T32024.11 | 60.71 | 0.6649 | 0.9903 | — | 75.41 | |
| DFILReplays=500, Task=T3, Backbone=CNN2026.04 | 60.71 | 66.49 | 99.03 | — | 75.41 | |
| HDPReplays=500, Task=T42024.11 | 59.89 | 0.7006 | 0.8934 | 0.9373 | 78.26 | |
| HDPReplays=500, Task=T4, Backbone=CNN2026.04 | 59.89 | 70.06 | 89.34 | 93.73 | 78.26 | |
| DERReplays=500, Task=T22024.11 | 59.03 | 0.9973 | — | — | 79.38 | |
| DFILReplays=500, Task=T2, Backbone=ViT-L/142026.04 | 58.31 | 99.81 | — | — | 79.06 | |
| CL-LoRAReplays=0, Task=T3, Backbone=ViT2026.04 | 58.31 | 72.16 | 97.33 | — | 75.93 | |
| Coda-PromptReplays=0, Task=T3, Backbone=ViT2026.04 | 58.16 | 73.46 | 88.31 | — | 73.31 | |
| Lower BoundReplays=0, Task=T32024.11 | 57.9 | 0.1497 | 0.9956 | — | 57.48 | |
| DFILReplays=500, Task=T4, Backbone=ViT-L/142026.04 | 57.48 | 96.27 | 75.97 | 99.97 | 82.42 | |
| DERReplays=500, Task=T42024.11 | 56.79 | 0.5983 | 0.6536 | 1 | 70.49 | |
| DFILReplays=500, Task=T22024.11 | 55.74 | 0.9975 | — | — | 77.75 | |
| DFILReplays=500, Task=T2, Backbone=CNN2026.04 | 55.74 | 99.75 | — | — | 77.75 | |
| Lower BoundReplays=0, Task=T22024.11 | 53.77 | 0.9993 | — | — | 76.85 | |
| CL-LoRAReplays=0, Task=T4, Backbone=ViT2026.04 | 53.67 | 59.66 | 75.91 | 99.88 | 72.28 | |
| iCaRLReplays=500, Task=T42024.11 | 52.98 | 0.5538 | 0.6474 | 1 | 68.28 | |
| Coda-PromptReplays=0, Task=T4, Backbone=ViT2026.04 | 52.45 | 59.38 | 62.64 | 94.61 | 67.27 | |
| DFILReplays=500, Task=T42024.11 | 50.83 | 0.9556 | 0.7081 | 0.9996 | 79.29 | |
| DFILReplays=500, Task=T4, Backbone=CNN2026.04 | 50.83 | 95.56 | 70.81 | 99.96 | 79.29 | |
| Lower BoundReplays=0, Task=T42024.11 | 50.78 | 0.6261 | 0.4804 | 1 | 65.36 |