Few-Shot Class-Incremental Learning on miniImageNet (test)
89.2Accuracy (Session 1)LIMIT
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LIMITBackbone=SV-Swin-T2023.03 | 89.2 | 90.55 | 86.8 | 85.44 | 84.78 | 83.38 | 81.91 | 81.9 | 81.65 | 85.07 | — | — | — | — | — | — | |
| LIMIT+SV-Swin-TBackbone=Swin-T, Feature Module=SV-Swin-T2023.03 | 89.2 | 90.55 | 86.8 | 85.44 | 84.78 | 83.38 | 81.91 | 81.9 | 81.65 | 85.07 | — | — | — | — | — | — | |
| LIMIT+SV-Swin-TBackbone=Swin-T, Variant=SV2023.03 | 89.2 | 90.55 | 86.8 | 85.44 | 84.78 | 83.38 | 81.91 | 81.9 | 81.65 | 85.07 | — | — | — | — | — | — | |
| CODA-Promptimplementation=re-implementation based on PILOT [58]2024.03 | 88.86 | 95.37 | 82.69 | 77.87 | 74.47 | 70.16 | 66.46 | 63.73 | 61.14 | — | — | 34.23 | — | — | — | — | |
| GMM2024.03 | 88.4 | 89.35 | 86.11 | 85.07 | 83.61 | 81.35 | 78.97 | 77.34 | 75.18 | — | — | 14.17 | — | — | — | — | |
| CECBackbone=SV-Swin-T2023.03 | 87.92 | 88.75 | 86.07 | 84.84 | 84.3 | 83.24 | 82.22 | 82.28 | 82.38 | 84.67 | — | — | — | 0.4 | — | — | |
| CEC+SV-Swin-TBackbone=Swin-T, Variant=SV2023.03 | 87.92 | 88.75 | 86.07 | 84.84 | 84.3 | 83.24 | 82.22 | 82.28 | 82.38 | 84.67 | — | — | — | — | — | — | |
| LIMITBackbone=V-Swin-T2023.03 | 87.39 | 89.17 | 84.83 | 83.41 | 82.66 | 81.2 | 79.81 | 79.36 | 79.23 | 83.01 | — | — | — | 2.06 | — | — | |
| LIMIT+V-Swin-TBackbone=Swin-T, Feature Module=V-Swin-T2023.03 | 87.39 | 89.17 | 84.83 | 83.41 | 82.66 | 81.2 | 79.81 | 79.36 | 79.23 | 83.01 | — | — | — | — | — | — | |
| LIMIT+V-Swin-TBackbone=Swin-T, Variant=V2023.03 | 87.39 | 89.17 | 84.83 | 83.41 | 82.66 | 81.2 | 79.81 | 79.36 | 79.23 | 83.01 | — | — | — | — | — | — | |
| L2Pimplementation=re-implementation based on PILOT [58]2024.03 | 87.2 | 94.12 | 80.99 | 75.67 | 70.94 | 66.76 | 63.11 | 59.81 | 56.83 | — | — | 37.29 | — | — | — | — | |
| DualPromptimplementation=re-implementation based on PILOT [58]2024.03 | 86.85 | 93.97 | 80.67 | 75.31 | 70.61 | 66.44 | 62.77 | 59.58 | 56.8 | — | — | 37.17 | — | — | — | — | |
| CECBackbone=V-Swin-T2023.03 | 86.74 | 88.73 | 83.96 | 82.56 | 81.46 | 79.95 | 77.92 | 78.05 | 77.52 | 81.88 | — | — | — | 3.19 | — | — | |
| CEC+V-Swin-TBackbone=Swin-T, Variant=V2023.03 | 86.74 | 88.73 | 83.96 | 82.56 | 81.46 | 79.95 | 77.92 | 78.05 | 77.52 | 81.88 | — | — | — | — | — | — | |
| Tri-WE2025.06 | 81.41 | 84.13 | 76.65 | 73.59 | 70.1 | 65.13 | 63.42 | 61.02 | 60.13 | 70.62 | — | — | — | — | — | — | |
| Ours2024.03 | 79.59 | 84.3 | 75.49 | 71.4 | 68.45 | 65.12 | 62.2 | 60.52 | 59.11 | — | — | — | — | — | — | — | |
| Mamba-FSCILBackbone=R-122024.07 | 79.23 | 84.54 | 74.68 | 71.42 | 68.85 | 65.89 | 62.77 | 61.01 | 59.29 | 69.74 | — | 25.25 | — | — | — | — | |
| Mamba-FSCILBackbone=R-182024.07 | 78.77 | 82.77 | 73.87 | 70.59 | 68.17 | 65.19 | 62 | 60.24 | 58.69 | 68.92 | — | 24.08 | — | — | — | — | |
| PKI2026.01 | 78.71 | 84.38 | 74.2 | 68.33 | 67.29 | 64.91 | 61.97 | 60.06 | 58.85 | 68.74 | -0.24 | — | — | — | — | — | |
| PKIV-1resource_consumption=low2026.01 | 78.34 | 84.38 | 73.73 | 67.92 | 66.53 | 64.54 | 61.48 | 59.64 | 58.4 | 68.33 | 0.18 | — | — | — | — | — | |
| PKIV-2resource_consumption=balanced2026.01 | 78.34 | 84.38 | 73.73 | 67.92 | 66.88 | 64.82 | 61.76 | 59.99 | 58.74 | 68.51 | — | — | — | — | — | — | |
| KRRMVenue=TCSVT’24, Backbone=R-182024.07 | 77.82 | 82.65 | 73.59 | 70.24 | 67.74 | 64.82 | 61.91 | 59.96 | 58.35 | 68.56 | — | 24.3 | — | — | — | — | |
| YourSelfVenue=ECCV’24, Backbone=ViT (10.0M)2024.07 | 77.6 | 84 | 73.7 | 70 | 68 | 64.9 | 62.1 | 59.8 | 59 | 68.8 | — | 25 | — | — | — | — | |
| FeSSSS2023.03 | 77.04 | 81.5 | 72.92 | 69.56 | 67.27 | 64.34 | 62.07 | 60.55 | 58.87 | 68.23 | — | — | — | 16.84 | — | — | |
| FeSSSS2023.03 | 77.04 | 81.5 | 72.92 | 69.56 | 67.27 | 64.34 | 62.07 | 60.55 | 58.87 | 68.23 | — | — | — | — | — | — | |
| FeSSSSVenue=CVPR’22, Backbone=R-18+R-502024.07 | 77.04 | 81.5 | 72.92 | 69.56 | 67.27 | 64.34 | 62.07 | 60.55 | 58.87 | 68.23 | — | 22.63 | — | — | — | — | |
| NC-FSCILVenue=ICLR 20232025.06 | 76.8 | 84.02 | 72 | 67.83 | 66.35 | 64.04 | 61.46 | 59.54 | 58.31 | 67.82 | 1.82 | — | — | — | — | — | |
| NC-FSCIL2023.03 | 76.8 | 84.02 | 72 | 67.83 | 66.35 | 64.04 | 61.46 | 59.54 | 58.31 | 67.82 | — | — | — | 17.25 | — | — | |
| NC-FSCIL2023.03 | 76.8 | 84.02 | 72 | 67.83 | 66.35 | 64.04 | 61.46 | 59.54 | 58.31 | 67.82 | — | — | — | — | — | — | |
| NC-FSCIL2026.01 | 76.8 | 84.02 | 72 | 67.83 | 66.35 | 64.04 | 61.46 | 59.54 | 58.31 | 67.82 | 0.69 | — | — | — | — | — | |
| NC-FSCILVenue=ICLR’23, Backbone=R-122024.07 | 76.8 | 84.02 | 72 | 67.83 | 66.35 | 64.04 | 61.46 | 59.54 | 58.31 | 67.82 | — | 25.71 | — | — | — | — | |
| C-FSCILMode=2, d=512, way=5-way, shot=5-shot2022.03 | 76.45 | — | 71.23 | 66.71 | 63.01 | 60.09 | 56.73 | 53.94 | 52.01 | — | — | — | 50.08 | — | — | — | |
| C-FSCILMode=3, d=512, way=5-way, shot=5-shot2022.03 | 76.4 | — | 71.14 | 66.46 | 63.29 | 60.42 | 57.46 | 54.78 | 53.11 | — | — | — | 51.41 | — | — | — | |
| C-FSCILMode=1, d=512, way=5-way, shot=5-shot2022.03 | 76.37 | — | 70.94 | 66.36 | 62.64 | 59.31 | 56.02 | 53.14 | 51.04 | — | — | — | 48.87 | — | — | — | |
| SAVCVenue=CVPR 20232025.06 | 76.14 | 81.12 | 72.43 | 68.92 | 66.48 | 62.95 | 59.92 | 58.39 | 57.11 | 67.05 | 3.02 | — | — | — | — | — | |
| SAVC2024.03 | 76.14 | 81.12 | 72.43 | 68.92 | 66.48 | 62.95 | 59.92 | 58.39 | 57.11 | — | — | — | — | — | — | — | |
| SAVCVenue=CVPR’23, Backbone=R-182024.07 | 76.14 | 81.12 | 72.43 | 68.92 | 66.48 | 62.95 | 59.92 | 58.39 | 57.11 | 67.05 | — | 24.01 | — | — | — | — | |
| ALFSCILVenue=TCSVT’24, Backbone=R-182024.07 | 75.97 | 81.27 | 70.97 | 66.53 | 63.46 | 59.95 | 56.93 | 54.81 | 53.31 | 64.8 | — | 27.96 | — | — | — | — | |
| OrCoVenue=CVPR 20242025.06 | 75.32 | 83.3 | 71.52 | 68.16 | 65.62 | 63.11 | 60.2 | 58.82 | 58.08 | 67.12 | 2.05 | — | — | — | — | — | |
| OrCo2026.01 | 75.32 | 83.3 | 71.53 | 68.16 | 65.63 | 63.12 | 60.2 | 58.82 | 58.08 | 67.13 | 1.38 | — | — | — | — | — | |
| SoftNet2023.03 | 75.08 | 79.77 | 70.59 | 66.93 | 64 | 61 | 57.81 | 55.81 | 54.68 | 65.07 | — | — | — | 20 | — | — | |
| SoftNet2023.03 | 75.08 | 79.77 | 70.59 | 66.83 | 64 | 61 | 57.81 | 55.81 | 54.68 | 65.07 | — | — | — | — | — | — | |
| SoftNet2024.03 | 75.08 | 79.77 | 70.59 | 66.93 | 64 | 61 | 57.81 | 55.81 | 54.68 | — | — | — | — | — | — | — | |
| Regularizer2026.01 | 74.68 | 80.37 | 69.39 | 65.51 | 62.38 | 59.03 | 56.36 | 53.95 | 51.73 | 63.71 | 4.8 | — | — | — | — | — | |
| RegularizerVenue=ICLR’22, Backbone=R-182024.07 | 74.68 | 80.37 | 69.39 | 65.51 | 62.38 | 59.03 | 56.36 | 53.95 | 51.73 | 63.71 | — | 28.64 | — | — | — | — | |
| Mamba-FSCILBackbone=R-182024.07 | 74.4 | 80.62 | 69.81 | 67.49 | 64.57 | 62.24 | 58.59 | 56.84 | 55.8 | 65.6 | — | 24.82 | — | — | — | — | |
| SPPR2023.03 | 74 | 80 | 68.66 | 64.33 | 61 | 57.33 | 54.66 | 51.66 | 49 | 62.29 | — | — | — | 22.78 | — | — | |
| SReg2023.03 | 73.76 | 80.37 | 68.36 | 64.07 | 60.36 | 56.27 | 53.1 | 50.45 | 47.55 | 61.59 | — | — | — | 23.48 | — | — | |
| CECway=5-way, shot=5-shot2022.03 | 72 | — | 66.83 | 62.97 | 59.43 | 56.7 | 53.73 | 51.19 | 49.24 | — | — | — | 47.63 | — | — | — | |
| S3CVenue=ECCV 20222025.06 | 71.74 | 76.55 | 67.66 | 64.52 | 61.51 | 58.09 | 55.36 | 53.04 | 51.34 | 62.2 | 8.79 | — | — | — | — | — | |
| CLOSERVenue=ECCV 20242025.06 | 71.61 | 76.02 | 67.99 | 64.69 | 61.7 | 58.94 | 56.23 | 54.52 | 53.33 | 62.78 | 6.8 | — | — | — | — | — | |
| CLOSERVenue=ECCV’24, Backbone=R-182024.07 | 71.61 | 76.02 | 67.99 | 64.69 | 61.7 | 58.94 | 56.23 | 54.52 | 53.33 | 62.78 | — | 22.69 | — | — | — | — | |
| Mamba-FSCILBackbone=R-182024.07 | 71.18 | 74.72 | 67.96 | 64.33 | 61.54 | 58.09 | 55.47 | 53.53 | 52.11 | 62.1 | — | 22.61 | — | — | — | — | |
| C-FSCIL2023.03 | 71.14 | 76.4 | 66.46 | 63.29 | 60.42 | 57.46 | 54.78 | 53.11 | 51.41 | 61.61 | — | — | — | 23.46 | — | — | |
| C-FSCIL2024.03 | 71.14 | 76.4 | 66.46 | 63.29 | 60.42 | 57.46 | 54.78 | 53.11 | 51.41 | — | — | — | — | — | — | — | |
| C-FSCIL2026.01 | 71.14 | 76.4 | 66.46 | 63.29 | 60.42 | 57.46 | 54.78 | 53.11 | 51.41 | 61.61 | 6.9 | — | — | — | — | — | |
| C-FSCILVenue=CVPR’22, Backbone=R-122024.07 | 71.14 | 76.4 | 66.46 | 63.29 | 60.42 | 57.46 | 54.78 | 53.11 | 51.41 | 61.61 | — | 24.99 | — | — | — | — | |
| ALICEVenue=ECCV 20222025.06 | 70.6 | 80.6 | 67.4 | 64.5 | 62.5 | 60 | 57.8 | 56.8 | 55.7 | 63.99 | 4.43 | — | — | — | — | — | |
| ALICE2023.03 | 70.6 | 80.6 | 67.4 | 64.5 | 62.5 | 60 | 57.8 | 56.8 | 55.7 | 63.99 | — | — | — | 21.08 | — | — | |
| ALICE2023.03 | 70.6 | 80.6 | 67.4 | 64.5 | 62.5 | 60 | 57.8 | 56.8 | 55.7 | 63.99 | — | — | — | — | — | — | |
| ALICE2024.03 | 70.6 | 80.6 | 67.4 | 64.5 | 62.5 | 60 | 57.8 | 56.8 | 55.7 | — | — | — | — | — | — | — | |
| ALICE2026.01 | 70.6 | 80.6 | 67.4 | 64.5 | 62.5 | 60 | 57.8 | 56.8 | 55.7 | 63.99 | 4.52 | — | — | — | — | — | |
| ALICEVenue=ECCV’22, Backbone=R-182024.07 | 70.6 | 80.6 | 67.4 | 64.5 | 62.5 | 60 | 57.8 | 56.8 | 55.7 | 63.99 | — | 24.9 | — | — | — | — | |
| TEENBackbone=ResNet18, Initialization=randomly initialized2023.12 | 70.55 | 73.53 | 66.37 | 63.23 | 60.53 | 57.95 | 55.24 | 53.44 | 52.08 | — | — | 21.45 | — | — | — | — | |
| TEENVenue=NeurIPS’23, Backbone=R-182024.07 | 70.55 | 73.53 | 66.37 | 63.23 | 60.53 | 57.95 | 55.24 | 53.44 | 52.08 | 61.44 | — | 21.45 | — | — | — | — | |
| BiDistillVenue=CVPR 20232025.06 | 70.43 | 74.65 | 66.29 | 62.77 | 60.75 | 57.24 | 54.79 | 53.65 | 52.22 | 61.42 | 7.91 | — | — | — | — | — | |
| CABD2026.01 | 70.43 | 74.65 | 66.29 | 62.77 | 60.75 | 57.24 | 54.79 | 53.65 | 52.22 | 61.42 | 7.09 | — | — | — | — | — | |
| CABDVenue=CVPR’23, Backbone=R-182024.07 | 70.43 | 74.65 | 66.29 | 62.77 | 60.75 | 57.24 | 54.79 | 53.65 | 52.22 | 61.42 | — | 22.43 | — | — | — | — | |
| SoftNetVenue=ICLR 20232025.06 | 70.13 | 76.63 | 65.92 | 62.52 | 59.49 | 56.56 | 53.71 | 51.72 | 50.48 | 60.79 | 9.65 | — | — | — | — | — | |
| FACTVenue=CVPR 20222025.06 | 69.63 | 72.56 | 66.38 | 62.77 | 60.6 | 57.33 | 54.34 | 52.16 | 50.49 | 60.7 | 9.64 | — | — | — | — | — | |
| FACT2022.03 | 69.63 | 72.56 | 66.38 | 62.77 | 60.6 | 57.33 | 54.34 | 52.16 | 50.49 | — | — | 22.07 | — | — | — | — | |
| FACTBackbone=ResNet18, Initialization=randomly initialized2023.12 | 69.63 | 72.56 | 66.38 | 62.77 | 60.6 | 57.33 | 54.34 | 52.16 | 50.49 | — | — | 22.07 | — | — | 0.62 | — | |
| FACT2024.03 | 69.63 | 72.56 | 66.38 | 62.77 | 60.6 | 57.33 | 54.34 | 52.16 | 50.49 | — | — | — | — | — | — | — | |
| FACTVenue=CVPR’22, Backbone=R-182024.07 | 69.63 | 72.56 | 66.38 | 62.77 | 60.6 | 57.33 | 54.34 | 52.16 | 50.49 | 60.7 | — | 22.07 | — | — | — | — | |
| GKEALVenue=CVPR 20232025.06 | 68.9 | 73.59 | 65.33 | 62.29 | 59.39 | 56.7 | 54.2 | 52.59 | 51.31 | 60.48 | 10.4 | — | — | — | — | — | |
| LIMIT2022.03 | 68.47 | 72.32 | 64.3 | 60.78 | 57.95 | 55.07 | 52.7 | 50.72 | 49.19 | — | — | 23.13 | — | — | — | — | |
| LIMIT2023.03 | 68.47 | 72.32 | 64.3 | 60.78 | 57.95 | 55.07 | 52.7 | 50.72 | 49.19 | 59.06 | — | — | — | 26.01 | — | — | |
| LIMIT2023.03 | 68.47 | 72.32 | 64.3 | 60.78 | 57.95 | 55.07 | 52.7 | 50.72 | 49.19 | 59.06 | — | — | — | — | — | — | |
| LIMIT2024.03 | 68.47 | 72.32 | 64.3 | 60.78 | 57.95 | 55.07 | 52.7 | 50.72 | 49.19 | — | — | — | — | — | — | — | |
| LIMIT2026.01 | 68.47 | 72.32 | 64.3 | 60.78 | 57.95 | 55.07 | 52.7 | 50.72 | 49.19 | 59.06 | 9.45 | — | — | — | — | — | |
| LIMITVenue=TPAMI’22, Backbone=R-182024.07 | 68.47 | 72.32 | 64.3 | 60.78 | 57.95 | 55.07 | 52.7 | 50.72 | 49.19 | 59.06 | — | 23.13 | — | — | — | — | |
| WaRPVenue=ICLR 20232025.06 | 68.1 | 72.99 | 64.31 | 61.3 | 58.64 | 56.08 | 53.4 | 51.72 | 50.65 | 59.69 | 9.48 | — | — | — | — | — | |
| CLOM2024.03 | 68.09 | 73.08 | 64.16 | 60.41 | 57.41 | 54.29 | 51.54 | 49.37 | 48 | — | — | — | — | — | — | — | |
| MetaFSCILVenue=CVPR 20222025.06 | 67.94 | 72.04 | 63.77 | 60.29 | 57.58 | 55.16 | 52.9 | 50.79 | 49.19 | 58.85 | 10.94 | — | — | — | — | — | |
| MetaFSCIL2023.03 | 67.94 | 72.04 | 63.77 | 60.29 | 57.58 | 55.16 | 52.9 | 50.79 | 49.19 | 58.85 | — | — | — | 26.22 | — | — | |
| MetaFSCIL2023.03 | 67.94 | 72.04 | 63.77 | 60.29 | 57.58 | 55.16 | 52.9 | 50.79 | 49.19 | 58.85 | — | — | — | — | — | — | |
| MetaFSCIL2024.03 | 67.94 | 72.04 | 63.77 | 60.29 | 57.58 | 55.16 | 52.9 | 50.79 | 49.19 | — | — | 22.85 | — | — | — | — | |
| MetaFSCIL2024.03 | 67.94 | 72.04 | 63.77 | 60.29 | 57.58 | 55.16 | 52.9 | 50.79 | 49.19 | — | — | — | — | — | — | — | |
| MetaFSCIL2026.01 | 67.94 | 72.04 | 63.77 | 60.29 | 57.58 | 55.16 | 52.9 | 50.79 | 49.19 | 58.85 | 9.66 | — | — | — | — | — | |
| MetaFSCILVenue=CVPR’22, Backbone=R-182024.07 | 67.94 | 72.04 | 63.77 | 60.29 | 57.58 | 55.16 | 52.9 | 50.79 | 49.19 | 58.85 | — | 22.85 | — | — | — | — | |
| LIMIT†Data Augmentation=random crop and random horizontal flip (CEC-style)2022.03 | 67.93 | 71.92 | 63.58 | 60.22 | 57.33 | 54.3 | 51.97 | 50.01 | 48.4 | — | — | 23.52 | — | — | — | — | |
| RebalanceWay=5-way, Shot=5-shot, Re-implemented=true2021.10 | 67.91 | — | 63.11 | 58.75 | 54.83 | 50.68 | 47.11 | 43.88 | 41.19 | — | — | — | 38.72 | — | — | — | |
| MCNet2023.03 | 67.7 | 72.33 | 63.5 | 60.34 | 57.59 | 54.7 | 52.13 | 50.41 | 49.08 | 58.64 | — | — | — | 26.43 | — | — | |
| MCNet2023.03 | 67.7 | 72.33 | 63.5 | 60.34 | 57.59 | 54.7 | 52.13 | 50.41 | 49.08 | 58.64 | — | — | — | — | — | — | |
| MCNet2026.01 | 67.7 | 72.33 | 63.5 | 60.34 | 57.59 | 54.7 | 52.13 | 50.41 | 49.08 | 58.64 | 9.87 | — | — | — | — | — | |
| F2M2023.03 | 67.47 | 72.05 | 63.16 | 59.7 | 56.71 | 53.77 | 51.11 | 49.21 | 47.84 | 57.89 | — | — | — | 27.18 | — | — | |
| F2M2024.03 | 67.47 | 72.05 | 63.16 | 59.7 | 56.71 | 53.77 | 51.11 | 49.21 | 47.84 | — | — | 24.21 | — | — | — | — | |
| F2M2024.03 | 67.47 | 72.05 | 63.16 | 59.7 | 56.71 | 53.77 | 51.11 | 49.21 | 47.84 | — | — | — | — | — | — | — | |
| iCaRLWay=5-way, Shot=5-shot, Re-implemented=true2021.10 | 67.35 | — | 59.91 | 55.64 | 52.6 | 49.43 | 46.73 | 44.13 | 42.17 | — | — | — | 40.29 | — | — | — | |
| BaselineWay=5-way, Shot=5-shot2021.10 | 67.3 | — | 63.18 | 59.62 | 56.33 | 53.28 | 50.5 | 47.96 | 45.85 | — | — | — | 43.88 | — | — | — |