Few-Shot Class-Incremental Learning on CIFAR100 (test)
85.65Session 4 Top-1 AccGMM
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GMMstatus=fine-tuned2024.03 | 85.65 | 91.53 | — | — | — | — | — | — | 81.47 | — | 10.06 | — | — | — | |
| LIMIT+SV-Swin-TBackbone=Swin-T, Visual Guidance=true, Semantic Guidance=true2023.03 | 76.06 | 86.77 | 82.82 | 80.36 | 77.2 | 74 | 72.92 | 71.68 | 69.75 | 76.84 | — | — | — | — | |
| MiniGPT-4zero-shot=true2024.03 | 72.59 | 74.13 | — | — | — | — | — | — | 67.93 | — | 6.2 | — | — | — | |
| LIMIT+V-Swin-TBackbone=Swin-T, Visual Guidance=true, Semantic Guidance=false2023.03 | 72.36 | 82.07 | 78.49 | 75.9 | 73.27 | 71.2 | 70.6 | 69.39 | 67.69 | 73.44 | — | — | — | — | |
| CODA-Prompt*2024.03 | 71.91 | 93.55 | — | — | — | — | — | — | 59.32 | — | 34.23 | — | — | — | |
| Oursshots=102024.03 | 69.03 | 80.25 | 78.1 | 76.39 | 72.02 | 65.96 | 64 | 61.92 | 60.25 | — | — | — | — | — | |
| GCMR2026.01 | 68.69 | 85.52 | 77.97 | 74.5 | 71.19 | 66.07 | 63.59 | 61.63 | 58.84 | 69.77 | — | — | — | — | |
| L2P*2024.03 | 68.66 | 91.22 | — | — | — | — | — | — | 54.89 | — | 36.33 | — | — | — | |
| DualPrompt*2024.03 | 68.45 | 91.08 | — | — | — | — | — | — | 54.67 | — | 36.41 | — | — | — | |
| Oursshots=52024.03 | 67.83 | 80.25 | 77.2 | 75.09 | 70.82 | 64.86 | 62.73 | 60.52 | 58.75 | — | — | — | — | — | |
| PKI2026.01 | 67.73 | 83.02 | 79.87 | 75.68 | 70.32 | 63.96 | 61.61 | 59.68 | 56.89 | 68.75 | — | -0.23 | — | — | |
| SDCVenue/Year=null2026.01 | 67.7 | 83.4 | 79.62 | 74.31 | 70.31 | 63.45 | 61.36 | 59.45 | 57.05 | 68.52 | — | — | — | — | |
| PKIV-22026.01 | 67.46 | — | 79.6 | 75.21 | 69.73 | 63.77 | 61.53 | 59.61 | 56.74 | 68.52 | — | — | — | — | |
| BiAGVenue=Ours2025.03 | 67.36 | 84 | 78.97 | 74.73 | 70.75 | 64.21 | 62.21 | 60.2 | 57.95 | 68.93 | — | — | — | — | |
| PKIV-12026.01 | 66.86 | — | 79.6 | 75.21 | 69.73 | 63.49 | 61.01 | 59.26 | 56.64 | 68.31 | — | 0.21 | — | — | |
| KRRMVenue=TCSVT-20242025.03 | 66.69 | 81.25 | 77.23 | 73.3 | 69.41 | 63.93 | 62.16 | 59.62 | 57.41 | 67.89 | — | — | 1.04 | 0.54 | |
| NC-FSCIL2023.03 | 66.19 | 82.52 | 76.82 | 73.34 | 69.68 | 62.85 | 60.96 | 59.02 | 56.11 | 67.5 | — | — | — | — | |
| NC-FSCIL2026.01 | 66.19 | 82.52 | 76.82 | 73.34 | 69.68 | 62.85 | 60.96 | 59.02 | 56.11 | 67.5 | — | 1.02 | — | — | |
| NC-FSCILVenue/Year=ICLR/20232026.01 | 66.19 | 82.52 | 76.82 | 73.34 | 69.68 | 62.85 | 60.96 | 59.02 | 56.11 | 67.5 | — | — | 1.02 | — | |
| NC-FSCIL2026.01 | 66.19 | 82.52 | 76.82 | 73.34 | 69.68 | 62.85 | 60.96 | 59.02 | 56.11 | 67.5 | — | — | 2.27 | — | |
| NC-FSCILVenue=ICLR-20232025.03 | 66.19 | 82.52 | 76.82 | 73.34 | 69.68 | 62.85 | 60.96 | 59.02 | 56.11 | 67.5 | — | — | 1.43 | 1.84 | |
| SoftNetshots=102024.03 | 66.14 | 79.88 | 77.28 | 73.15 | 69.34 | 63.38 | 61.27 | 59.33 | 57.14 | — | — | — | — | — | |
| SAVCshots=102024.03 | 65.66 | 79.85 | 75.45 | 72.18 | 68.26 | 62.15 | 60.27 | 58.19 | 56.01 | — | — | — | — | — | |
| Comp-FSCILVenue=ICML-20242025.03 | 65.5 | 80.93 | 76.52 | 72.69 | 68.52 | 62.62 | 60.96 | 59.27 | 56.71 | 67.08 | — | — | 1.85 | 1.24 | |
| ALFSCILVenue=TCSVT-20242025.03 | 65.33 | 80.75 | 77.88 | 72.94 | 68.79 | 62.15 | 60.02 | 57.68 | 55.17 | 66.75 | — | — | 2.18 | 2.78 | |
| YourSelfVenue=ECCV-20242025.03 | 65.2 | 82.9 | 76.3 | 72.9 | 67.8 | 62 | 60.7 | 58.8 | 56.6 | 67.02 | — | — | 1.91 | 1.35 | |
| CABD2026.01 | 64.96 | 79.45 | 75.38 | 71.84 | 67.95 | 61.95 | 60.16 | 57.67 | 55.88 | 66.14 | — | 2.38 | — | — | |
| CABDVenue/Year=CVPR/20232026.01 | 64.96 | 79.45 | 75.38 | 71.84 | 67.95 | 61.95 | 60.16 | 57.67 | 55.88 | 66.14 | — | — | 2.38 | — | |
| CABD2026.01 | 64.96 | 79.45 | 75.38 | 71.84 | 67.95 | 61.95 | 60.16 | 57.67 | 55.88 | 66.14 | — | — | 3.63 | — | |
| SoftNet2023.03 | 64.64 | 80.33 | 76.23 | 72.19 | 67.83 | 61.39 | 59.32 | 57.37 | 54.94 | 66.03 | — | — | — | — | |
| SoftNetVenue=ICLR-20232025.03 | 64.64 | 80.33 | 76.23 | 72.19 | 67.83 | 61.39 | 59.32 | 57.37 | 54.94 | 66.03 | — | — | 2.9 | 3.01 | |
| Oursshots=22024.03 | 64.51 | 80.25 | 77.63 | 73.07 | 68.53 | 60.67 | 58.41 | 55.98 | 54.15 | — | — | — | — | — | |
| BiDistVenue=CVPR-20232025.03 | 64.5 | 79.45 | 75.2 | 71.34 | 67.4 | 61.05 | 58.73 | 56.73 | 54.31 | 65.41 | — | — | 3.52 | 3.64 | |
| SoftNetshots=52024.03 | 64.45 | 79.88 | 75.54 | 71.64 | 67.47 | 61.09 | 59.07 | 57.29 | 55.33 | — | — | — | — | — | |
| WaRPVenue=ICLR-20232025.03 | 64.39 | 80.31 | 76.86 | 71.87 | 67.58 | 61.34 | 59.15 | 57.1 | 54.74 | 65.92 | — | — | 3.01 | 3.21 | |
| Oursshots=12024.03 | 63.56 | 80.25 | 76.01 | 71.87 | 67.24 | 59.82 | 56.62 | 54.11 | 52.84 | — | — | — | — | — | |
| TEEN2023.12 | 62.01 | 74.92 | 72.65 | 68.74 | 65.01 | 59.29 | 57.9 | 54.76 | 52.64 | — | 22.28 | — | — | — | |
| TEEN2026.01 | 62.01 | 74.92 | 72.65 | 68.74 | 65.01 | 59.29 | 57.9 | 54.76 | 52.64 | 63.1 | — | — | 6.67 | — | |
| SAVCshots=52024.03 | 61.91 | 79.85 | 73.7 | 69.37 | 65.28 | 59.27 | 57.24 | 54.97 | 53.12 | — | — | — | — | — | |
| SVACVenue=CVPR-20232025.03 | 61.7 | 78.77 | 73.31 | 69.31 | 64.93 | 59.25 | 57.13 | 55.19 | 53.12 | 63.63 | — | — | 5.3 | 4.83 | |
| FACT2023.12 | 61.38 | 74.6 | 72.09 | 67.56 | 63.52 | 58.36 | 56.28 | 54.24 | 52.1 | — | 22.5 | 0.22 | — | — | |
| FACTVenue=CVPR-20222025.03 | 61.38 | 74.6 | 72.09 | 67.56 | 63.52 | 58.36 | 56.28 | 54.24 | 52.1 | 62.24 | — | — | 6.69 | 5.85 | |
| ALICE2023.03 | 61.2 | 79 | 70.5 | 67.1 | 63.4 | 59.2 | 58.1 | 56.3 | 54.1 | 63.21 | — | — | — | — | |
| ALICE2026.01 | 61.2 | 79 | 70.5 | 67.1 | 63.4 | 59.2 | 58.1 | 56.3 | 54.1 | 63.21 | — | 5.31 | — | — | |
| ALICEVenue/Year=ECCV/20222026.01 | 61.2 | 79 | 70.5 | 67.1 | 63.4 | 59.2 | 58.1 | 56.3 | 54.1 | 63.21 | — | — | 5.31 | — | |
| ALICE2026.01 | 61.2 | 79 | 70.5 | 67.1 | 63.4 | 59.2 | 58.1 | 56.3 | 54.1 | 63.21 | — | — | 6.56 | — | |
| ALICEVenue=ECCV-20222025.03 | 61.2 | 79 | 70.5 | 67.1 | 63.4 | 59.2 | 58.1 | 56.3 | 54.1 | 63.21 | — | — | 5.72 | 3.85 | |
| LIMIT2023.03 | 60.7 | 73.81 | 72.09 | 67.87 | 63.89 | 57.77 | 55.67 | 53.52 | 51.23 | 61.84 | — | — | — | — | |
| LIMIT2026.01 | 60.7 | 73.81 | 72.09 | 67.87 | 63.89 | 57.77 | 55.67 | 53.52 | 51.23 | 61.84 | — | 6.68 | — | — | |
| LIMITVenue/Year=TPAMI/20222026.01 | 60.7 | 73.81 | 72.09 | 67.87 | 63.89 | 57.77 | 55.67 | 53.52 | 51.23 | 61.84 | — | — | 6.68 | — | |
| LIMIT2026.01 | 60.7 | 73.81 | 72.09 | 67.87 | 63.89 | 57.77 | 55.67 | 53.52 | 51.23 | 61.84 | — | — | 7.93 | — | |
| GKEAL2026.01 | 60.01 | 74.01 | 70.45 | 67.01 | 63.08 | 57.3 | 55.5 | 53.39 | 51.4 | 61.35 | — | — | 8.42 | — | |
| GKEALVenue=CVPR-20232025.03 | 60.01 | 74.01 | 70.45 | 67.01 | 63.08 | 57.3 | 55.5 | 53.39 | 51.4 | 61.35 | — | — | 7.58 | 6.55 | |
| C-FSCIL2026.01 | 59.84 | 77.47 | 72.4 | 67.47 | 63.25 | 56.95 | 54.42 | 52.47 | 50.47 | 61.64 | — | 6.88 | — | — | |
| C-FSCIL2026.01 | 59.84 | 77.47 | 72.4 | 67.47 | 63.25 | 56.95 | 54.42 | 52.47 | 50.47 | 61.64 | — | — | 8.33 | — | |
| OrCo2026.01 | 59.78 | 80.08 | 68.16 | 66.99 | 60.97 | 58.6 | 57.04 | 55.13 | 52.19 | 62.1 | — | 6.42 | — | — | |
| OrCoVenue/Year=CVPR/20242026.01 | 59.78 | 80.08 | 68.16 | 66.99 | 60.97 | 58.6 | 57.04 | 55.13 | 52.19 | 62.1 | — | — | 6.42 | — | |
| OrCo2026.01 | 59.78 | 80.08 | 68.16 | 66.99 | 60.97 | 58.6 | 57.04 | 55.13 | 52.19 | 62.11 | — | — | 6.45 | — | |
| Entropy-reg2024.03 | 59.71 | 74.4 | — | — | — | — | — | — | 50.14 | — | 24.26 | — | — | — | |
| Data-free Replay2026.01 | 59.71 | 74.4 | 70.2 | 66.54 | 62.51 | 56.58 | 54.52 | 52.39 | 50.14 | 60.78 | — | 7.74 | — | — | |
| DF Replay2026.01 | 59.71 | 74.4 | 70.2 | 66.54 | 62.51 | 56.58 | 54.52 | 52.39 | 50.14 | 60.78 | — | — | 8.99 | — | |
| Data-free ReplayVenue=ECCV-20222025.03 | 59.71 | 74.4 | 70.2 | 66.54 | 62.51 | 56.58 | 54.52 | 52.39 | 50.14 | 60.78 | — | — | 8.15 | 7.81 | |
| FeSSSS2023.03 | 59.62 | 75.35 | 70.81 | 66.7 | 62.73 | 56.45 | 54.33 | 52.1 | 50.23 | 60.92 | — | — | — | — | |
| MetaFSCIL2023.03 | 59.48 | 74.5 | 70.1 | 66.84 | 62.77 | 56.52 | 54.36 | 52.56 | 49.97 | 60.79 | — | — | — | — | |
| MetaFSCIL2024.03 | 59.48 | 74.5 | — | — | — | — | — | — | 49.97 | — | 24.53 | — | — | — | |
| MetaFSCIL2026.01 | 59.48 | 74.5 | 70.1 | 66.84 | 62.77 | 56.52 | 54.36 | 52.56 | 49.97 | 60.79 | — | 7.73 | — | — | |
| MetaFSCIL2026.01 | 59.48 | 74.5 | 70.1 | 66.84 | 62.77 | 56.52 | 54.36 | 52.56 | 49.97 | 60.79 | — | — | 8.98 | — | |
| MetaFSCILVenue=CVPR-20222025.03 | 59.48 | 74.5 | 70.1 | 66.87 | 62.77 | 56.52 | 54.32 | 52.56 | 49.97 | 60.79 | — | — | 8.14 | 7.98 | |
| DSN2026.01 | 59.36 | 73 | 68.83 | 64.82 | 62.64 | 56.96 | 54.04 | 51.57 | 50 | 60.14 | — | 8.04 | — | — | |
| DSNVenue/Year=TPAMI/20232026.01 | 59.36 | 73 | 68.83 | 64.82 | 62.64 | 56.96 | 54.04 | 51.57 | 50 | 60.14 | — | — | 8.04 | — | |
| DSN2026.01 | 59.36 | 73 | 68.83 | 64.82 | 62.64 | 56.96 | 54.04 | 51.57 | 50 | 60.14 | — | — | 9.63 | — | |
| CLOMVenue=NeurIPS-20222025.03 | 59.26 | 74.2 | 69.83 | 66.17 | 62.39 | 56.48 | 54.36 | 52.16 | 50.25 | 60.56 | — | — | 8.37 | 7.7 | |
| LIMITVenue=ECCV-20222025.03 | 58.77 | 74.3 | 70.44 | 66.12 | 61.24 | 53.91 | 51.36 | 49.2 | 45.33 | 58.96 | — | — | 9.97 | 12.62 | |
| MCNet2023.03 | 58.75 | 73.3 | 69.34 | 65.72 | 61.7 | 56.44 | 54.59 | 53.01 | 50.72 | 60.4 | — | — | — | — | |
| MCNet2026.01 | 58.75 | 73.3 | 69.34 | 65.72 | 61.7 | 56.44 | 54.59 | 53.01 | 50.72 | 60.4 | — | 7.78 | — | — | |
| MCNetVenue/Year=TIP/20232026.01 | 58.75 | 73.3 | 69.34 | 65.72 | 61.7 | 56.44 | 54.59 | 53.01 | 50.72 | 60.4 | — | — | 7.78 | — | |
| MCNet2026.01 | 58.75 | 73.3 | 69.34 | 65.72 | 61.7 | 56.44 | 54.59 | 53.01 | 50.72 | 60.4 | — | — | 9.37 | — | |
| SAFA-SNNBackbone=Spiking VGG-9, Incremental learning setting=5way-5shot2025.10 | 58.19 | 76.03 | 70.91 | 66.1 | 61.55 | 55.22 | 52.77 | 50.33 | 48.09 | 56.59 | — | — | — | — | |
| C-FSCILVenue=CVPR-20222025.03 | 58.1 | 77.47 | 72 | 66.54 | 61.39 | 55.12 | 52.47 | 50.47 | 47.11 | 60.07 | — | — | 8.86 | 10.84 | |
| CEC2023.03 | 58.09 | 73.07 | 68.88 | 65.26 | 61.19 | 55.57 | 53.22 | 51.34 | 49.14 | 59.53 | — | — | — | — | |
| CEC2023.12 | 58.09 | 73.07 | 68.88 | 65.26 | 61.19 | 55.57 | 53.22 | 51.34 | 49.14 | — | 23.93 | 1.65 | — | — | |
| CEC2024.03 | 58.09 | 73.07 | — | — | — | — | — | — | 49.14 | — | 23.93 | — | — | — | |
| CEC2026.01 | 58.09 | 73.07 | 68.88 | 65.26 | 61.19 | 55.57 | 53.22 | 51.34 | 49.14 | 59.53 | — | 8.99 | — | — | |
| CEC2026.01 | 58.09 | 73.07 | 68.88 | 65.26 | 61.19 | 55.57 | 53.22 | 51.34 | 49.14 | 59.53 | — | — | 10.24 | — | |
| CECVenue=CVPR-20212025.03 | 58.09 | 73.07 | 68.88 | 65.26 | 61.19 | 55.57 | 53.22 | 51.34 | 49.14 | 59.53 | — | — | 9.4 | 8.81 | |
| EHS2026.01 | 57.84 | 71.27 | 67.4 | 63.87 | 60.4 | 55.09 | 53.1 | 51.45 | 49.43 | 58.87 | — | 9.65 | — | — | |
| EHSVenue/Year=WACV/20242026.01 | 57.84 | 71.27 | 67.4 | 63.87 | 60.4 | 55.09 | 53.1 | 51.45 | 49.43 | 58.87 | — | — | 9.65 | — | |
| EHS2026.01 | 57.84 | 71.27 | 67.4 | 63.87 | 60.4 | 55.09 | 53.1 | 51.45 | 49.43 | 58.87 | — | — | 10.9 | — | |
| F2M2024.03 | 57.76 | 71.45 | — | — | — | — | — | — | 49.35 | — | 22.06 | — | — | — | |
| ERLVenue=AAAI-20212025.03 | 56.98 | 73.62 | 66.79 | 63.88 | 60.54 | 53.63 | 50.92 | 48.73 | 46.33 | 57.94 | — | — | 10.99 | 11.62 | |
| SAFA-SNNBackbone=Spiking ResNet-19, Incremental Learning Setting=5way-5shot2025.10 | 56.38 | 73.98 | 68.74 | 63.99 | 59.99 | 53.49 | 51.03 | 48.6 | 46.26 | 56.35 | — | — | — | — | |
| Decoupled-Cosine2023.12 | 56.11 | 74.55 | 67.43 | 63.63 | 59.55 | 53.8 | 51.68 | 49.67 | 47.68 | — | 26.87 | 4.59 | — | — | |
| D-Cosine2026.01 | 56.11 | 74.55 | 67.43 | 63.63 | 59.55 | 53.8 | 51.68 | 49.67 | 47.68 | 58.23 | — | 10.29 | — | — | |
| D-Cosine2026.01 | 56.11 | 74.55 | 67.43 | 63.63 | 59.55 | 53.8 | 51.68 | 49.67 | 47.68 | 58.23 | — | — | 11.63 | — | |
| SoftNetshots=22024.03 | 56.01 | 79.88 | 73.02 | 66.01 | 60.01 | 53.01 | 51.01 | 49.01 | 47.01 | — | — | — | — | — | |
| OSHHG2026.01 | 55.68 | 63.55 | 62.88 | 61.05 | 58.13 | 54.59 | 52.93 | 50.39 | 49.48 | 56.52 | — | 12 | — | — | |
| OSHHGVenue/Year=TMM/20242026.01 | 55.68 | 63.55 | 62.88 | 61.05 | 58.13 | 54.59 | 52.93 | 50.39 | 49.48 | 56.52 | — | — | 12 | — | |
| OSHHG2026.01 | 55.68 | 63.55 | 62.88 | 61.05 | 58.13 | 54.59 | 52.93 | 50.39 | 49.48 | 56.52 | — | — | 13.25 | — | |
| Decoupled-NegCosine2023.12 | 55.32 | 74.36 | 68.23 | 62.84 | 59.24 | 52.88 | 50.86 | 48.98 | 46.66 | — | 27.7 | 5.42 | — | — | |
| SAVCshots=22024.03 | 55.25 | 79.85 | 72 | 65.45 | 59.17 | 52.2 | 50.16 | 48.11 | 46.94 | — | — | — | — | — |