Few-Shot Class-Incremental Learning on MiniImageNet (Session Tracking)
94.02Avg AccuracyPCL
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PCLBackbone=Vis + Text2025.03 | 94.02 | — | — | — | — | — | — | — | — | — | — | — | |
| BiAGBackbone=Vis Only2025.03 | 86.43 | — | — | — | — | — | — | — | — | — | — | — | |
| LRTBackbone=Vis + Text2025.03 | 75.94 | — | — | — | — | — | — | — | — | — | — | — | |
| Tri-WEYear=CVPR2025, Attack Scenario=Standard2025.12 | 70.62 | 84.13 | 81.41 | 76.65 | 73.59 | 70.1 | 65.13 | 63.42 | 61.02 | 60.13 | — | — | |
| SDC2026.01 | 68.74 | 84.89 | 78.42 | 73.57 | 68.81 | 67.07 | 64.74 | 62.25 | 60.13 | 58.75 | — | — | |
| DCS2025.10 | 68.14 | 82.43 | 77.54 | 73 | 69.21 | 67.05 | 64.44 | 61.2 | 60.43 | 57.99 | — | — | |
| LimitYear=TPAMI2023, Attack Scenario=Standard2025.12 | 67.96 | 84.13 | 78.8 | 74.21 | 69.64 | 66.01 | 63.32 | 61.5 | 58.17 | 55.88 | — | — | |
| NC-FSCILVenue/Year=ICLR/20232026.01 | 67.82 | 84.02 | 76.8 | 72 | 67.83 | 66.35 | 64.04 | 61.46 | 59.54 | 58.31 | 0.92 | — | |
| OrCoYear=CVPR2024, Attack Scenario=Standard2025.12 | 67.38 | 84.13 | 77.84 | 73.42 | 69.22 | 65.85 | 62.75 | 60.56 | 57.34 | 55.33 | — | — | |
| OrCoVenue/Year=CVPR/20242026.01 | 67.13 | 83.3 | 75.32 | 71.53 | 68.16 | 65.63 | 63.12 | 60.2 | 58.82 | 58.08 | 1.61 | — | |
| SAVC2025.10 | 67.05 | 81.12 | 76.14 | 72.43 | 68.92 | 66.48 | 62.95 | 59.92 | 58.39 | 57.11 | — | — | |
| OrCosource=[27]2025.10 | 66.9 | 83.22 | 74.6 | 71.89 | 67.65 | 65.53 | 62.73 | 60.33 | 58.51 | 57.62 | — | — | |
| ADBSsource=[27]2025.10 | 66.02 | 81.4 | 75.03 | 71.03 | 68 | 65.56 | 61.87 | 59.04 | 56.87 | 55.38 | — | — | |
| ApproximationYear=ECCV2024, Attack Scenario=Standard2025.12 | 65.88 | 84.13 | 75.25 | 70.25 | 67.54 | 64.85 | 61.34 | 59.74 | 56.38 | 53.45 | — | — | |
| ALFSCIL2025.10 | 64.8 | 81.27 | 75.97 | 70.97 | 66.53 | 63.46 | 59.95 | 56.93 | 54.81 | 53.31 | — | — | |
| ALICEVenue/Year=ECCV/20222026.01 | 63.99 | 80.6 | 70.6 | 67.4 | 64.5 | 62.5 | 60 | 57.8 | 56.8 | 55.7 | 4.75 | — | |
| CLOSERYear=ECCV 20242025.12 | 62.78 | 76.02 | 71.61 | 67.99 | 64.69 | 61.7 | 58.94 | 56.23 | 54.52 | 53.33 | — | — | |
| CLIPBackbone=Vis + Text, Protocol=0-shot2025.03 | 62.67 | — | — | — | — | — | — | — | — | — | — | — | |
| C-FSCILVenue/Year=CVPR/20222026.01 | 61.61 | 76.4 | 71.14 | 66.46 | 63.29 | 60.42 | 57.46 | 54.78 | 53.11 | 51.41 | 7.13 | — | |
| TEEN2025.10 | 61.44 | 73.53 | 70.55 | 66.37 | 63.23 | 60.53 | 57.95 | 55.24 | 53.44 | 52.08 | — | — | |
| CABDVenue/Year=CVPR/20232026.01 | 61.42 | 74.65 | 70.43 | 66.29 | 62.77 | 60.75 | 57.24 | 54.79 | 53.65 | 52.22 | 7.32 | — | |
| DyCR2025.10 | 61.4 | 73.18 | 70.16 | 66.87 | 63.43 | 61.18 | 58.79 | 55 | 52.87 | 51.08 | — | — | |
| FACT2025.10 | 60.7 | 72.56 | 69.63 | 66.38 | 62.77 | 60.6 | 57.33 | 54.34 | 52.16 | 50.49 | — | — | |
| C&W2025.12 | 60.1 | 76.02 | 68.98 | 64.94 | 61.73 | 58.79 | 55.93 | 53.27 | 51.16 | 50.13 | — | 1.68 | |
| DeepFool2025.12 | 60.1 | 76.02 | 68.98 | 64.94 | 61.73 | 58.79 | 55.93 | 53.27 | 51.16 | 50.13 | — | 1.68 | |
| LIMITVenue/Year=TPAMI/20222026.01 | 59.06 | 72.32 | 68.47 | 64.3 | 60.78 | 57.95 | 55.07 | 52.7 | 50.72 | 49.19 | 9.68 | — | |
| MCNetVenue/Year=TIP/20232026.01 | 58.64 | 72.33 | 67.7 | 63.5 | 60.34 | 57.59 | 54.7 | 52.13 | 50.41 | 49.08 | 10.1 | — | |
| FGSM2025.12 | 58.01 | 76.02 | 68.15 | 63.73 | 59.98 | 56.46 | 53.33 | 50.47 | 47.93 | 46.08 | — | 4.77 | |
| PGD2025.12 | 58 | 76.02 | 68.4 | 63.63 | 60.09 | 56.53 | 53.12 | 50.36 | 47.98 | 45.87 | — | 4.76 | |
| CEC2025.10 | 57.75 | 72 | 66.83 | 62.97 | 59.43 | 56.7 | 53.73 | 51.19 | 49.24 | 47.63 | — | — | |
| SAFA-SNNBackbone=Spiking ResNet-18, Incremental Setting=5way-5shot2025.10 | 56.59 | 76.03 | 70.91 | 66.1 | 61.55 | 58.19 | 55.22 | 52.77 | 50.33 | 48.09 | — | — | |
| EHSVenue/Year=WACV/20242026.01 | 56.51 | 69.43 | 64.86 | 61.3 | 58.21 | 55.49 | 52.77 | 50.22 | 48.61 | 47.67 | 12.23 | — | |
| OSHHGVenue/Year=TMM/20242026.01 | 53.04 | 60.65 | 59 | 56.59 | 54.78 | 53.02 | 50.73 | 48.46 | 47.34 | 46.75 | 15.7 | — | |
| CLOSERBackbone=Spiking ResNet-18, Incremental Setting=5way-5shot2025.10 | 45.97 | 56.93 | 52.77 | 49.16 | 46.72 | 44.31 | 42.12 | 40.04 | 38.47 | 37.17 | 10.92 | — | |
| CECBackbone=Spiking ResNet-18, Incremental Setting=5way-5shot2025.10 | 43.63 | 55.23 | 51.07 | 47.62 | 45.15 | 42.84 | 40.64 | 38.42 | 36.64 | 35.03 | 13.06 | — | |
| TEENBackbone=Spiking ResNet-18, Incremental Setting=5way-5shot2025.10 | 41.41 | 54.53 | 47.59 | 44.54 | 42.19 | 40.14 | 38.03 | 36.06 | 34.53 | 33.11 | 14.98 | — | |
| TOPICVenue/Year=CVPR/20202026.01 | 39.64 | 61.31 | 50.09 | 45.17 | 41.16 | 37.48 | 35.52 | 32.19 | 29.46 | 24.42 | 29.1 | — | |
| TOPIC2025.10 | 39.64 | 61.31 | 50.09 | 45.17 | 41.16 | 37.48 | 35.52 | 32.19 | 29.46 | 24.42 | — | — | |
| EEILVenue/Year=ECCV/20182026.01 | 34.97 | 61.31 | 46.58 | 44 | 37.29 | 33.14 | 27.12 | 24.1 | 21.57 | 19.58 | 33.77 | — | |
| iCaRlVenue/Year=CVPR/20172026.01 | 33.29 | 61.31 | 46.32 | 42.94 | 37.63 | 30.49 | 24 | 20.89 | 18.8 | 17.21 | 35.45 | — | |
| Limit + ACraftYear=TPAMI2023, Attack Scenario=ACraft Attack2025.12 | 19.65 | 84.13 | 18.45 | 16.89 | 15.28 | 14.29 | 13.12 | 12.35 | 11.63 | 10.88 | — | 48.31 | |
| Tri-WE + ACraftYear=CVPR2025, Attack Scenario=ACraft Attack2025.12 | 19.56 | 84.13 | 20.35 | 17.99 | 15.76 | 14.09 | 12.62 | 11.08 | 10.92 | 10.12 | — | 51.06 | |
| OrCo + ACraftYear=CVPR2024, Attack Scenario=ACraft Attack2025.12 | 19.13 | 84.13 | 19.06 | 16.84 | 15.3 | 13.47 | 12.48 | 11.5 | 10.61 | 9.8 | — | 48.07 | |
| Approximation + ACraftYear=ECCV2024, Attack Scenario=ACraft Attack2025.12 | 18.01 | 84.13 | 17.82 | 15.61 | 14.08 | 12.97 | 11.34 | 10.78 | 9.92 | 9.45 | — | 47.87 | |
| ACraft2025.12 | 17.13 | 76.02 | 12.2 | 11.34 | 10.52 | 9.88 | 9.31 | 8.69 | 8.28 | 7.96 | — | 58.89 |