Few-Shot Class-Incremental Learning on CUB-200 (Sessions 0-10 Evaluation)
88.92Session 1 AccuracyEPT*
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| EPT*Params (M)=0.28, Backbone=DINOv32026.02 | 88.92 | 90.32 | 87.84 | 86.9 | 86.39 | 85.76 | 85.43 | 86.13 | 86.01 | 86.49 | 86.48 | 86.97 | — | |
| CASPWay=10, Shot=5, Backbone=ViT-B/16-1K2026.01 | 87.9 | 89.4 | 87.4 | 86.8 | 86.8 | 85 | 85 | 85.4 | 85.3 | 85.6 | 85.8 | 86.4 | — | |
| EPTParams (M)=0.22, Backbone=DINOv22026.02 | 87.84 | 89.49 | 87.43 | 86.34 | 86.07 | 84.39 | 84.54 | 84.97 | 84.74 | 84.76 | 85.1 | 85.97 | — | |
| DSS-P2026.02 | 87.64 | 90.95 | 86.43 | 85.12 | 85.32 | 83.99 | 83.59 | 83.63 | 83.25 | 83.62 | 84.22 | 85.25 | — | |
| SECParams (M)=5.642026.02 | 87.02 | 88.37 | 86.71 | 85.3 | 85.38 | 83.66 | 83.66 | 84.18 | 83.98 | 84.18 | 84.48 | 85.17 | — | |
| SECWay=10, Shot=5, Backbone=ViT-B/16-1K2026.01 | 86.6 | 87.5 | 85.5 | 84.6 | 84.9 | 84 | 83.7 | 84.2 | 83.8 | 84 | 84.8 | 84.9 | — | |
| ASPParams (M)=2.082026.02 | 86.41 | 87.67 | 85.83 | 84.01 | 83.99 | 82.41 | 82.25 | 82.61 | 82.04 | 82.45 | 82.64 | 83.84 | — | |
| CoACTPT. Backbone=ViT-B/162024.05 | 86.26 | 88.68 | 85.83 | 83.38 | 83.52 | 81.71 | 81.77 | 81.77 | 81.02 | 80.76 | 81.19 | — | — | |
| TEENWay=10, Shot=5, Backbone=ViT-B/16-1K2026.01 | 86.2 | 88.8 | 85.5 | 83 | 83 | 81.7 | 81.5 | 79.7 | 79.9 | 79.5 | 80 | 82.6 | — | |
| ASPWay=10, Shot=5, Backbone=ViT-B/16-1K2026.01 | 86 | 87.1 | 84.9 | 83.4 | 83.6 | 82.4 | 82.6 | 83 | 82.6 | 83 | 83.5 | 83.8 | — | |
| CompParams (M)=1.52026.02 | 85.97 | 90.54 | 85.42 | 84.66 | 83.71 | 81.83 | 81.56 | 81.51 | 81.02 | 81.27 | 81.58 | 83.55 | — | |
| TEENParams (M)=1.342026.02 | 84.56 | 85.87 | 83.51 | 80.82 | 81.86 | 79.64 | 79.53 | 79.23 | 78.49 | 78.2 | 78.43 | 80.92 | — | |
| LGSPParams (M)=0.212026.02 | 84.31 | 85.72 | 83.21 | 81.33 | 81.8 | 80.33 | 79.89 | 80.09 | 79.18 | 79.74 | 79.72 | 81.39 | — | |
| LGSPWay=10, Shot=5, Backbone=ViT-B/16-1K2026.01 | 84.3 | 85.7 | 83.2 | 81.3 | 81.8 | 80.3 | 79.9 | 80.1 | 79.2 | 79.7 | 79.7 | 81.4 | — | |
| SV-TPT. Backbone=SwinT2024.05 | 82.63 | 84.19 | 81.21 | 78.97 | 79.38 | 77.64 | 77.55 | 75.71 | 75.91 | 75.77 | 76.17 | — | — | |
| CECParams (M)=1.342026.02 | 82.5 | 84.8 | 81.4 | 78.5 | 79.3 | 77.8 | 77.4 | 77.6 | 77.2 | 76.9 | 76.8 | 79.1 | — | |
| DualPWay=10, Shot=5, Backbone=ViT-B/16-1K2026.01 | 82.2 | 83.5 | 80.9 | 79.5 | 78.6 | 77 | 76.3 | 77 | 75.7 | 76.1 | 76.5 | 78.5 | — | |
| PCL2026.02 | 81.86 | 85.23 | 80.05 | 79.38 | 75.85 | 74.6 | 73.85 | 71.42 | 69.59 | 69.06 | 68.31 | 75.38 | — | |
| NTKParams (M)=50.02026.02 | 81.8 | 84 | 80.1 | 77.4 | 76.6 | 74.6 | 74.6 | 74.4 | 74 | 73.9 | 73.6 | 76.81 | — | |
| PriViLegeWay=10, Shot=5, Backbone=ViT-B/16-1K2026.01 | 81.3 | 82.3 | 80.5 | 77.8 | 77.8 | 76 | 75.7 | 76 | 75.2 | 75.2 | 75.1 | 77.5 | — | |
| PriViLegePT. Backbone=CLIP-B/162024.05 | 81.25 | 82.21 | 80.45 | 77.76 | 77.78 | 75.95 | 75.69 | 76 | 75.19 | 75.19 | 75.08 | — | — | |
| L2PWay=10, Shot=5, Backbone=ViT-B/16-1K2026.01 | 81.2 | 82.4 | 79 | 76.8 | 76.2 | 74.7 | 74.1 | 74.1 | 72.7 | 73 | 73.6 | 76.2 | — | |
| PET2026.02 | 79.23 | 82.3 | 77.61 | 72.4 | 72.51 | 71.29 | 70.65 | 69.15 | 68.34 | 66.85 | 67.12 | 72.49 | — | |
| CPE-CLIPPT. Backbone=CLIP-B/162024.05 | 78.52 | 81.58 | 76.68 | 71.86 | 71.52 | 70.23 | 67.66 | 66.52 | 65.09 | 64.47 | 64.6 | — | — | |
| F2MPT. Backbone=X2024.05 | 78.16 | 81.07 | 75.57 | 72.89 | 70.86 | 68.17 | 67.01 | 65.26 | 63.36 | 61.76 | 60.26 | — | — | |
| Coda-PWay=10, Shot=5, Backbone=ViT-B/16-1K2026.01 | 78.1 | 79.6 | 76.4 | 75.6 | 75 | 73.1 | 72.5 | 72.8 | 72 | 72.4 | 72.9 | 74.6 | — | |
| BOTPT. Backbone=X2024.05 | 78.03 | 82.31 | 75.45 | 70.99 | 71.06 | 67.85 | 67.44 | 66.05 | 64.95 | 64.31 | 63.75 | — | — | |
| SAVCPT. Backbone=X2024.05 | 77.92 | 81.85 | 74.95 | 70.21 | 69.96 | 67.02 | 66.16 | 65.3 | 63.84 | 63.15 | 62.5 | — | — | |
| SAVC2025.10 | 77.92 | 81.85 | 74.95 | 70.21 | 69.96 | 67.02 | 66.16 | 65.3 | 63.84 | 63.15 | 62.5 | 69.35 | — | |
| DCS2025.10 | 77.32 | 83.19 | 73.92 | 70.52 | 69.79 | 68 | 65.22 | 66.59 | 64.19 | 64.86 | 63.4 | 69.73 | — | |
| PKI2026.01 | 77.25 | 80.51 | 73.98 | 70.69 | 68.93 | 66.07 | 64.89 | 63.91 | 61.01 | 60.46 | 59.93 | 67.97 | -0.23 | |
| YourselfParams (M)=12.72026.02 | 77 | 83.4 | 75.3 | 72.2 | 69 | 66.8 | 66 | 65.6 | 64.1 | 64.5 | 63.6 | 69.85 | — | |
| SDCVenue/Year=20252026.01 | 76.72 | 80.78 | 73.18 | 70.98 | 68.52 | 65.73 | 64.26 | 63.31 | 60.84 | 60.07 | 59.24 | 67.6 | — | |
| PKIV-12026.01 | 76.61 | — | 73.72 | 70.36 | 68.54 | 65.61 | 64.48 | 63.49 | 60.31 | 59.83 | 59.22 | 67.52 | 0.22 | |
| PKIV-22026.01 | 76.61 | — | 73.72 | 70.36 | 68.81 | 65.74 | 64.78 | 63.85 | 60.89 | 60.14 | 59.68 | 67.74 | — | |
| ALFSCIL2025.10 | 76.53 | 79.79 | 73.12 | 69.02 | 67.62 | 64.76 | 63.45 | 62.32 | 60.83 | 60.21 | 59.3 | 67 | — | |
| MambaFParams (M)=20.622026.02 | 76.26 | 80.9 | 72.97 | 70.14 | 67.83 | 65.74 | 65.43 | 64.12 | 62.31 | 62.12 | 61.65 | 68.13 | — | |
| TEEN2025.10 | 76.13 | 77.26 | 72.81 | 68.16 | 67.77 | 64.4 | 63.25 | 62.29 | 61.19 | 60.32 | 59.31 | 66.63 | — | |
| NC-FSCIL2026.01 | 75.98 | 80.45 | 72.3 | 70.28 | 68.17 | 65.16 | 64.43 | 63.25 | 60.66 | 60.01 | 59.44 | 67.28 | 0.46 | |
| NC-FSCILVenue/Year=ICLR/20232026.01 | 75.98 | 80.45 | 72.3 | 70.28 | 68.17 | 65.16 | 64.43 | 63.25 | 60.66 | 60.01 | 59.44 | 67.28 | 0.32 | |
| ADBS*2025.10 | 75.89 | 79.99 | 72.53 | 68.33 | 67.92 | 64.75 | 64.1 | 62.93 | 61.31 | 60.88 | 59.65 | 67.12 | — | |
| PA2026.02 | 75.59 | 78.69 | 72.71 | 68.71 | 68.37 | 65.77 | 64.75 | 63.59 | 62.76 | 62.02 | 61.19 | 67.65 | — | |
| CABD2026.01 | 75.37 | 79.12 | 72.8 | 69.05 | 67.53 | 65.12 | 64 | 63.51 | 61.87 | 61.47 | 60.93 | 67.34 | 0.4 | |
| CABDVenue/Year=CVPR/20232026.01 | 75.37 | 79.12 | 72.8 | 69.05 | 67.53 | 65.12 | 64 | 63.51 | 61.87 | 61.47 | 60.93 | 67.34 | 0.26 | |
| DyCR2025.10 | 74.73 | 77.5 | 71.69 | 67.01 | 66.59 | 63.43 | 62.66 | 61.69 | 60.57 | 59.69 | 58.46 | 65.82 | — | |
| IDLVQ2026.01 | 74.72 | 77.37 | 70.28 | 67.13 | 65.34 | 63.52 | 62.1 | 61.54 | 59.04 | 58.68 | 57.81 | 65.23 | 2.51 | |
| SoftNetPT. Backbone=X2024.05 | 74.58 | 78.07 | 71.37 | 67.54 | 65.37 | 62.6 | 61.07 | 59.37 | 57.53 | 57.21 | 56.75 | — | — | |
| LIMIT2026.01 | 74.18 | 76.32 | 72.68 | 69.19 | 68.79 | 65.64 | 63.57 | 62.69 | 61.47 | 60.44 | 58.45 | 66.67 | 0.97 | |
| LIMITVenue/Year=TPAMI/20222026.01 | 74.18 | 76.32 | 72.68 | 69.19 | 68.79 | 65.64 | 63.57 | 62.69 | 61.47 | 60.44 | 58.45 | 66.67 | 0.93 | |
| MCNet2026.01 | 73.96 | 77.57 | 70.47 | 65.81 | 66.16 | 63.81 | 62.09 | 61.82 | 60.41 | 60.09 | 59.08 | 65.57 | 2.17 | |
| MCNetVenue/Year=TIP/20232026.01 | 73.96 | 77.57 | 70.47 | 65.81 | 66.16 | 63.81 | 62.09 | 61.82 | 60.41 | 60.09 | 59.08 | 65.57 | 2.03 | |
| LIMITPT. Backbone=X2024.05 | 73.55 | 75.89 | 71.99 | 68.14 | 67.42 | 63.61 | 62.4 | 61.35 | 59.91 | 58.66 | 57.41 | — | — | |
| FACTPT. Backbone=X2024.05 | 73.23 | 75.9 | 70.84 | 66.13 | 65.56 | 62.15 | 61.74 | 59.83 | 58.41 | 57.89 | 56.94 | — | — | |
| FACT2026.01 | 73.23 | 75.9 | 70.84 | 66.13 | 65.56 | 62.15 | 61.74 | 59.83 | 58.41 | 57.89 | 56.94 | 64.42 | 3.32 | |
| FACT2025.10 | 73.23 | 75.9 | 70.84 | 66.13 | 65.56 | 62.15 | 61.74 | 59.83 | 58.41 | 57.89 | 56.94 | 64.42 | — | |
| ALICE2026.01 | 72.7 | 77.4 | 70.6 | 67.2 | 65.9 | 63.4 | 62.9 | 61.9 | 60.5 | 60.6 | 60.1 | 65.75 | 1.99 | |
| ALICEVenue/Year=ECCV/20222026.01 | 72.7 | 77.4 | 70.6 | 67.2 | 65.9 | 63.4 | 62.9 | 61.9 | 60.5 | 60.6 | 60.1 | 65.75 | 1.85 | |
| MetaFSCILPT. Backbone=X2024.05 | 72.41 | 75.9 | 68.78 | 64.78 | 62.96 | 59.99 | 58.3 | 56.85 | 54.78 | 53.82 | 52.64 | — | — | |
| MetaFSCIL2026.01 | 72.41 | 75.9 | 68.78 | 64.78 | 62.96 | 59.99 | 58.3 | 56.85 | 54.78 | 53.82 | 52.64 | 61.93 | 5.81 | |
| Data-free replay2026.01 | 72.14 | 75.9 | 68.64 | 63.76 | 62.58 | 59.11 | 57.82 | 55.89 | 54.92 | 53.58 | 52.39 | 61.52 | 6.22 | |
| CECPT. Backbone=X2024.05 | 71.94 | 75.85 | 68.5 | 63.5 | 62.43 | 58.27 | 57.73 | 55.81 | 54.83 | 53.52 | 52.28 | — | — | |
| CEC2026.01 | 71.94 | 75.85 | 68.5 | 63.5 | 62.43 | 58.27 | 57.73 | 55.81 | 54.83 | 53.52 | 52.28 | 61.33 | 6.81 | |
| CEC2025.10 | 71.94 | 75.85 | 68.5 | 63.5 | 62.43 | 58.27 | 57.73 | 55.81 | 54.83 | 53.52 | 52.28 | 61.33 | — | |
| D-Cosine2026.01 | 70.95 | 75.52 | 66.46 | 61.2 | 60.86 | 56.88 | 55.4 | 53.49 | 51.94 | 50.93 | 49.31 | 59.36 | 8.38 | |
| MgSvF2026.01 | 70.53 | 72.29 | 67 | 64.92 | 62.67 | 61.89 | 59.63 | 59.15 | 57.73 | 55.92 | 54.33 | 62.37 | 5.37 | |
| MgSvFVenue/Year=TPAMI/20242026.01 | 70.53 | 72.29 | 67 | 64.92 | 62.67 | 61.89 | 59.63 | 59.15 | 57.73 | 55.92 | 54.33 | 62.37 | 5.23 | |
| OrCo2026.01 | 66.85 | 75.59 | 64.05 | 63.69 | 62.2 | 60.38 | 60.18 | 59.2 | 58 | 58.42 | 57.94 | 62.41 | 5.33 | |
| OrCoVenue/Year=CVPR/20242026.01 | 66.85 | 75.59 | 64.05 | 63.69 | 62.2 | 60.38 | 60.18 | 59.2 | 58 | 58.42 | 57.94 | 62.41 | 5.19 | |
| OrCo*2025.10 | 65.99 | 74.58 | 64.72 | 63.06 | 61.79 | 59.55 | 59.21 | 58.46 | 56.97 | 57.99 | 57.32 | 61.79 | — | |
| OSHHG2026.01 | 62.61 | 63.2 | 59.83 | 56.82 | 55.07 | 53.06 | 51.56 | 50.05 | 47.5 | 46.82 | 45.87 | 53.85 | 13.88 | |
| OSHHGVenue/Year=TMM/20242026.01 | 62.61 | 63.2 | 59.83 | 56.82 | 55.07 | 53.06 | 51.56 | 50.05 | 47.5 | 46.82 | 45.87 | 53.85 | 13.75 | |
| TOPICPT. Backbone=X2024.05 | 62.49 | 68.68 | 54.81 | 49.99 | 45.25 | 41.4 | 38.35 | 35.36 | 32.22 | 28.31 | 26.28 | — | — | |
| TOPIC2026.01 | 62.49 | 68.68 | 54.81 | 49.99 | 45.25 | 41.4 | 38.35 | 35.36 | 32.22 | 28.31 | 26.28 | 43.92 | 23.82 | |
| TOPICVenue/Year=CVPR/20202026.01 | 62.49 | 68.68 | 54.81 | 49.99 | 45.25 | 41.4 | 38.35 | 35.36 | 32.22 | 28.31 | 26.28 | 43.92 | 23.68 | |
| TOPIC2025.10 | 62.49 | 68.68 | 54.81 | 49.99 | 45.25 | 41.4 | 38.35 | 35.36 | 32.22 | 28.31 | 26.28 | 43.92 | — | |
| SPPRPT. Backbone=X2024.05 | 61.85 | 68.68 | 57.43 | 52.68 | 50.19 | 46.88 | 44.65 | 43.07 | 40.17 | 39.63 | 37.33 | — | — | |
| SPPR2026.01 | 61.85 | 68.68 | 57.43 | 52.68 | 50.19 | 46.88 | 44.65 | 43.07 | 40.17 | 39.63 | 37.33 | 49.32 | 18.42 | |
| RRFSP2026.01 | 59.37 | 68.78 | 59.32 | 54.96 | 52.58 | 49.81 | 48.09 | 46.32 | 44.33 | 43.43 | 43.23 | 51.84 | 15.9 | |
| RebalancingPT. Backbone=X2024.05 | 57.12 | 68.68 | 44.21 | 28.78 | 26.71 | 25.66 | 24.62 | 21.52 | 20.12 | 20.06 | 19.87 | — | — | |
| NCM2026.01 | 57.12 | 68.68 | 44.21 | 28.78 | 26.71 | 25.66 | 24.62 | 21.52 | 20.12 | 20.06 | 19.87 | 32.49 | 35.25 | |
| EEILPT. Backbone=X2024.05 | 53.63 | 68.68 | 47.91 | 44.2 | 36.3 | 27.46 | 25.93 | 24.7 | 23.95 | 24.13 | 22.11 | — | — | |
| EEILVenue/Year=ECCV/20182026.01 | 53.63 | 68.68 | 47.91 | 44.2 | 36.3 | 27.46 | 25.93 | 24.7 | 23.95 | 24.13 | 22.11 | 36.27 | 31.33 | |
| iCaRLPT. Backbone=X2024.05 | 52.65 | 68.68 | 48.61 | 44.16 | 36.62 | 29.52 | 27.83 | 26.26 | 24.01 | 23.89 | 21.16 | — | — | |
| iCaRl2026.01 | 52.65 | 68.68 | 48.61 | 44.16 | 36.62 | 29.52 | 27.83 | 26.26 | 24.01 | 23.89 | 21.16 | 36.67 | 31.06 | |
| iCaRlVenue/Year=CVPR/20172026.01 | 52.65 | 68.68 | 48.61 | 44.16 | 36.62 | 29.52 | 27.83 | 26.26 | 24.01 | 23.89 | 21.16 | 36.67 | 30.93 |