Few-Shot Class-Incremental Learning on CUB200 (test)
86.96Accuracy (Session 1)Mamba-FSCIL
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Mamba-FSCILBackbone=ViT-B/16 (IN21K)2024.07 | 86.96 | 86.2 | 84.09 | 84.06 | 82.71 | 83.39 | 83.4 | 82.85 | 82.99 | 83.41 | — | — | 88.17 | 4.76 | 84.39 | — | |
| Mamba-FSCILBackbone=ViT-B/16 (IN21K)2024.07 | 86.96 | 86.2 | 84.09 | 84.06 | 82.71 | 83.39 | 83.4 | 82.85 | 82.99 | 83.41 | — | — | 88.17 | 4.76 | 84.39 | — | |
| Mamba-FSCILBackbone=Swin-T (IN1K)2024.07 | 85.14 | 83.41 | 80.77 | 77.23 | 75.73 | 75.7 | 75.32 | 74.18 | 74.26 | 74.13 | — | — | 88.13 | 14 | 78.55 | — | |
| Mamba-FSCILBackbone=Swin-T (IN1K)2024.07 | 85.14 | 83.41 | 80.77 | 77.23 | 75.73 | 75.7 | 75.32 | 74.18 | 74.26 | 74.13 | — | — | 88.13 | 14 | 78.55 | — | |
| Comp-FSCILVenue=ICML'24, Backbone=Swin-T (IN1K)2024.07 | 84.73 | 83.03 | 80.04 | 77.73 | 75.52 | 74.32 | 74.55 | 73.35 | 73.15 | 72.8 | — | — | 87.67 | 14.87 | 77.9 | — | |
| Comp-FSCILBackbone=Swin-T (IN1K)2024.07 | 84.73 | 83.03 | 80.04 | 77.73 | 75.52 | 74.32 | 74.55 | 73.35 | 73.15 | 72.8 | — | — | 87.67 | 14.87 | 77.9 | — | |
| NC-FSCILVenue=ICLR'23, Backbone=Swin-T (IN1K)2024.07 | 84.25 | 81.72 | 79.1 | 77.21 | 75.52 | 74.51 | 74.42 | 72.26 | 72.86 | 72.49 | — | — | 87.53 | 15.04 | 77.44 | — | |
| NC-FSCILBackbone=Swin-T (IN1K)2024.07 | 84.25 | 81.72 | 79.1 | 77.21 | 75.52 | 74.51 | 74.42 | 72.26 | 72.86 | 72.49 | — | — | 87.53 | 15.04 | 77.44 | — | |
| Mamba-FSCILBackbone=ViT-B/16 (CLIP)2024.07 | 84.06 | 82.83 | 81.01 | 80.31 | 78.64 | 78.05 | 78.46 | 77.16 | 77.16 | 76.92 | — | — | 87.05 | 10.13 | 80.15 | — | |
| Mamba-FSCILBackbone=ViT-B/16 (CLIP)2024.07 | 84.06 | 82.83 | 81.01 | 80.31 | 78.64 | 78.05 | 78.46 | 77.16 | 77.16 | 76.92 | — | — | 87.05 | 10.13 | 80.15 | — | |
| CLOMVenue=NeurIPS'22, Backbone=Swin-T (IN1K)2024.07 | 82.85 | 80.61 | 77.79 | 76.34 | 74.64 | 73.62 | 72.82 | 71.24 | 71.33 | 70.5 | — | — | 86.28 | 15.78 | 76.18 | — | |
| CLOMBackbone=Swin-T (IN1K)2024.07 | 82.85 | 80.61 | 77.79 | 76.34 | 74.64 | 73.62 | 72.82 | 71.24 | 71.33 | 70.5 | — | — | 86.28 | 15.78 | 76.18 | — | |
| LIMIT+SV-Swin-TBackbone=Swin-T, Module=SV2023.03 | 82.63 | 81.21 | 78.97 | 79.38 | 77.64 | 77.55 | 75.71 | 75.91 | 75.77 | 76.17 | — | — | 84.19 | — | 78.65 | — | |
| PriViLegeVenue=CVPR'24, Backbone=ViT-B/16 (IN21K)2024.07 | 81.25 | 80.45 | 77.76 | 77.78 | 75.95 | 75.69 | 76 | 75.19 | 75.19 | 75.08 | — | — | 82.21 | 7.13 | 77.5 | — | |
| PriViLegeBackbone=ViT-B/16 (IN21K)2024.07 | 81.25 | 80.45 | 77.76 | 77.78 | 75.95 | 75.69 | 76 | 75.19 | 75.19 | 75.08 | — | — | 82.21 | 7.13 | 77.5 | — | |
| LIMIT+V-Swin-TBackbone=Swin-T, Module=V2023.03 | 81.09 | 79.46 | 76.68 | 76.94 | 75.12 | 74.59 | 73.14 | 73.4 | 73.17 | 73.34 | — | 2.33 | 82.59 | — | 76.32 | — | |
| CPE-CLIPVenue=ICCVW'23, Backbone=ViT-B/16 (CLIP)2024.07 | 78.52 | 76.68 | 71.86 | 71.52 | 70.23 | 67.66 | 66.52 | 65.09 | 64.47 | 64.6 | — | — | 81.58 | 16.98 | 70.79 | — | |
| CPE-CLIPBackbone=ViT-B/16 (CLIP)2024.07 | 78.52 | 76.68 | 71.86 | 71.52 | 70.23 | 67.66 | 66.52 | 65.09 | 64.47 | 64.6 | — | — | 81.58 | 16.98 | 70.79 | — | |
| F2M2024.03 | 78.16 | 75.57 | 72.89 | 70.86 | 68.17 | 67.01 | 65.26 | 63.36 | 61.76 | 60.26 | — | — | 81.07 | — | — | — | |
| Ours2024.03 | 78.03 | 75.45 | 70.99 | 71.06 | 67.85 | 67.44 | 66.05 | 64.95 | 64.31 | 63.6 | — | — | 82.31 | — | — | — | |
| SAVC2024.03 | 77.92 | 74.95 | 70.21 | 69.96 | 67.02 | 66.16 | 65.3 | 63.84 | 63.15 | 62.5 | — | — | 81.85 | — | — | — | |
| ALFSCILBackbone=R-182024.07 | 76.53 | 73.12 | 69.02 | 67.62 | 64.76 | 63.45 | 62.32 | 60.83 | 60.21 | 59.3 | — | — | 79.79 | 20.49 | 67 | — | |
| GCMRBackbone=ViT2026.01 | 76.4 | 73.68 | 70.35 | 68.4 | 65.44 | 63.93 | 62.35 | 61.88 | 60.75 | 59.87 | — | 0 | 80.64 | — | 67.61 | — | |
| Mamba-FSCILBackbone=R-182024.07 | 76.28 | 73.03 | 70.12 | 67.77 | 65.72 | 65.29 | 64.05 | 62.35 | 62.14 | 61.52 | — | — | 80.92 | 19.4 | 68.11 | — | |
| TEEN2026.01 | 76.13 | 72.81 | 68.16 | 67.77 | 64.4 | 63.25 | 62.29 | 61.19 | 60.32 | 59.31 | — | 0.98 | 77.26 | — | 66.63 | — | |
| TEENBackbone=R-182024.07 | 76.13 | 72.81 | 68.16 | 67.77 | 64.4 | 63.25 | 62.29 | 61.19 | 60.32 | 59.31 | — | — | 77.26 | 17.95 | 66.63 | — | |
| NC-FSCIL2023.03 | 75.98 | 72.3 | 70.28 | 68.17 | 65.16 | 64.43 | 63.25 | 60.66 | 60.01 | 59.44 | — | 11.37 | 80.45 | — | 67.28 | — | |
| NC-FSCIL2026.01 | 75.98 | 72.3 | 70.28 | 68.17 | 65.16 | 64.43 | 63.25 | 60.66 | 60.01 | 59.44 | — | 0.33 | 80.45 | — | 67.28 | — | |
| NC-FSCILBackbone=R-182024.07 | 75.98 | 72.3 | 70.28 | 68.17 | 65.16 | 64.43 | 63.25 | 60.66 | 60.01 | 59.44 | — | — | 80.45 | 21.01 | 67.28 | — | |
| GKEAL2026.01 | 75.62 | 72.32 | 68.62 | 67.23 | 64.26 | 62.98 | 61.89 | 60.2 | 59.21 | 58.67 | — | 1.26 | 78.88 | — | 66.35 | — | |
| Baseline2024.03 | 75.59 | 72.23 | 67.53 | 67.49 | 64.73 | 64.41 | 62.69 | 60.54 | 60.85 | 59.88 | — | — | 79.57 | — | — | — | |
| CABD2026.01 | 75.37 | 72.8 | 69.05 | 67.53 | 65.12 | 64 | 63.51 | 61.87 | 61.47 | 60.93 | — | 0.27 | 79.12 | — | 67.34 | — | |
| IDLVQ2026.01 | 74.72 | 70.28 | 67.13 | 65.34 | 63.52 | 62.1 | 61.54 | 59.04 | 58.68 | 57.81 | — | 2.38 | 77.37 | — | 65.23 | — | |
| IDLVQBackbone=R-182024.07 | 74.72 | 70.28 | 67.13 | 65.34 | 63.52 | 62.1 | 61.54 | 59.04 | 58.68 | 57.81 | — | — | 77.37 | 19.56 | 65.23 | — | |
| Mamba-FSCILBackbone=R-182024.07 | 74.67 | 71.55 | 68.54 | 67.19 | 65.26 | 63.74 | 62.96 | 61.1 | 60.88 | 60.51 | — | — | 77.34 | 16.83 | 66.7 | — | |
| SoftNet2023.03 | 74.58 | 71.37 | 67.54 | 65.37 | 62.6 | 61.07 | 59.37 | 57.53 | 57.21 | 56.75 | — | 13.97 | 78.07 | — | 64.68 | — | |
| SoftNet2024.03 | 74.58 | 71.37 | 67.54 | 65.37 | 62.6 | 61.07 | 59.37 | 57.53 | 57.21 | 56.75 | — | — | 78.07 | — | — | — | |
| LIMIT†Backbone=ResNet18, Data Augmentation=random crop and random horizontal flip2022.03 | 74.18 | 72.68 | 69.19 | 68.79 | 65.64 | 63.57 | 62.69 | 61.47 | 60.44 | 58.45 | — | — | 76.32 | 17.87 | — | — | |
| LIMIT2026.01 | 74.18 | 72.68 | 69.19 | 68.79 | 65.64 | 63.57 | 62.69 | 61.47 | 60.44 | 58.45 | — | 0.84 | 76.32 | — | 66.67 | — | |
| LIMITBackbone=R-182024.07 | 74.18 | 72.68 | 69.19 | 68.79 | 65.64 | 63.57 | 62.69 | 61.47 | 60.44 | 58.45 | — | — | 76.32 | 17.87 | 66.67 | — | |
| MCNet2023.03 | 73.96 | 70.47 | 65.81 | 66.16 | 63.81 | 62.09 | 61.82 | 60.41 | 60.09 | 59.08 | — | 13.08 | 77.57 | — | 65.57 | — | |
| MCNet2026.01 | 73.96 | 70.47 | 65.81 | 66.16 | 63.81 | 62.09 | 61.82 | 60.41 | 60.09 | 59.08 | — | 2.04 | 77.57 | — | 65.57 | — | |
| LIMITBackbone=ResNet182022.03 | 73.55 | 71.99 | 68.14 | 67.42 | 63.61 | 62.4 | 61.35 | 59.91 | 58.66 | 57.41 | — | — | 75.89 | 18.48 | — | — | |
| LIMIT2023.03 | 73.55 | 71.99 | 68.14 | 67.42 | 63.61 | 62.4 | 61.35 | 59.91 | 58.66 | 57.41 | — | 13.17 | 75.89 | — | 65.48 | — | |
| LIMIT2024.03 | 73.55 | 71.99 | 68.14 | 67.42 | 63.61 | 62.4 | 61.35 | 59.91 | 58.66 | 57.41 | — | — | 75.89 | — | — | — | |
| FeSSSS2023.03 | 73.46 | 70.32 | 66.38 | 63.97 | 59.63 | 58.19 | 57.56 | 55.01 | 54.31 | 52.98 | — | 15.8 | 79.6 | — | 62.85 | — | |
| FeSSSSBackbone=R-18+R-502024.07 | 73.46 | 70.32 | 66.38 | 63.97 | 59.63 | 58.19 | 57.56 | 55.01 | 54.31 | 52.98 | — | — | 79.6 | 26.62 | 62.85 | — | |
| FACTBackbone=ResNet182022.03 | 73.23 | 70.84 | 66.13 | 65.56 | 62.15 | 61.74 | 59.83 | 58.41 | 57.89 | 56.94 | — | — | 75.9 | 18.96 | — | — | |
| FACT2024.03 | 73.23 | 70.84 | 66.13 | 65.56 | 62.15 | 61.74 | 59.83 | 58.41 | 57.89 | 56.94 | — | — | 75.9 | — | — | — | |
| FACT2026.01 | 73.23 | 70.84 | 66.13 | 65.56 | 62.15 | 61.74 | 59.83 | 58.41 | 57.89 | 56.94 | — | 3.19 | 75.9 | — | 64.42 | — | |
| FACTBackbone=R-182024.07 | 73.23 | 70.84 | 66.13 | 65.56 | 62.15 | 61.74 | 59.83 | 58.41 | 57.89 | 56.94 | — | — | 75.9 | 18.96 | 64.42 | — | |
| ALICE2023.03 | 72.7 | 70.6 | 67.2 | 65.9 | 63.4 | 62.9 | 61.9 | 60.5 | 60.6 | 60.1 | — | 12.9 | 77.4 | — | 65.75 | — | |
| ALICE2024.03 | 72.7 | 70.6 | 67.2 | 65.9 | 63.4 | 62.9 | 61.9 | 60.5 | 60.6 | 60.1 | — | — | 77.4 | — | — | — | |
| ALICE2026.01 | 72.7 | 70.6 | 67.2 | 65.9 | 63.4 | 62.9 | 61.9 | 60.5 | 60.6 | 60.1 | — | 1.86 | 77.4 | — | 65.75 | — | |
| ALICEBackbone=R-182024.07 | 72.7 | 70.6 | 67.2 | 65.9 | 63.4 | 62.9 | 61.9 | 60.5 | 60.6 | 60.1 | — | — | 77.4 | 17.3 | 65.75 | — | |
| MetaFSCIL2023.03 | 72.41 | 68.78 | 64.78 | 62.96 | 59.99 | 58.3 | 56.85 | 54.78 | 53.82 | 52.64 | — | 16.72 | 75.9 | — | 61.93 | — | |
| MetaFSCIL2024.03 | 72.41 | 68.78 | 64.78 | 62.96 | 59.99 | 58.3 | 56.85 | 54.78 | 53.82 | 52.64 | — | — | 75.9 | — | — | — | |
| MetaFSCIL2026.01 | 72.41 | 68.78 | 64.78 | 62.96 | 59.99 | 58.3 | 56.85 | 54.78 | 53.82 | 52.64 | — | 5.68 | 75.9 | — | 61.93 | — | |
| MetaFSCILBackbone=R-182024.07 | 72.41 | 68.78 | 64.78 | 62.96 | 59.99 | 58.3 | 56.85 | 54.78 | 53.82 | 52.64 | — | — | 75.9 | 23.26 | 61.93 | — | |
| DSN2026.01 | 72.18 | 69.57 | 66.68 | 64.42 | 62.12 | 60.16 | 58.94 | 56.99 | 55.1 | 54.21 | — | 4.3 | 76.06 | — | 63.31 | — | |
| DSNBackbone=R-182024.07 | 72.18 | 69.57 | 66.68 | 64.42 | 62.12 | 60.16 | 58.94 | 56.99 | 55.1 | 54.21 | — | — | 76.06 | 21.85 | 63.31 | — | |
| DF replay2026.01 | 72.14 | 68.64 | 63.76 | 62.58 | 59.11 | 57.82 | 55.89 | 54.92 | 53.58 | 52.39 | — | 6.09 | 75.9 | — | 61.52 | — | |
| Data-freeBackbone=R-182024.07 | 72.14 | 68.64 | 63.76 | 62.58 | 59.11 | 57.82 | 55.89 | 54.92 | 53.58 | 52.39 | — | — | 75.9 | 23.51 | 61.52 | — | |
| CECSetting=10-way 5-shot FSCIL2021.04 | 71.94 | 68.5 | 63.5 | 62.43 | 58.27 | 57.73 | 55.81 | 54.83 | 53.52 | 52.28 | — | — | 75.85 | 23.57 | — | — | |
| CECBackbone=ResNet182022.03 | 71.94 | 68.5 | 63.5 | 62.43 | 58.27 | 57.73 | 55.81 | 54.83 | 53.52 | 52.28 | — | — | 75.85 | 23.57 | — | — | |
| CECBackbone=ResNet18, Data Augmentation=random crop and random horizontal flip2022.03 | 71.94 | 68.5 | 63.5 | 62.43 | 58.27 | 57.73 | 55.81 | 54.83 | 53.52 | 52.28 | — | — | 75.85 | 23.57 | — | — | |
| CEC2023.03 | 71.94 | 68.5 | 63.5 | 62.43 | 58.27 | 57.73 | 55.81 | 54.83 | 53.52 | 52.28 | — | 17.32 | 75.85 | — | 61.33 | — | |
| CEC2024.03 | 71.94 | 68.5 | 63.5 | 62.43 | 58.27 | 57.73 | 55.81 | 54.83 | 53.52 | 52.28 | — | — | 75.85 | — | — | — | |
| CEC2026.01 | 71.94 | 68.5 | 63.5 | 62.43 | 58.27 | 57.73 | 55.81 | 54.83 | 53.52 | 52.28 | — | 6.28 | 75.85 | — | 61.33 | — | |
| CECBackbone=R-182024.07 | 71.94 | 68.5 | 63.5 | 62.43 | 58.27 | 57.73 | 55.81 | 54.83 | 53.52 | 52.28 | — | — | 75.85 | 23.57 | 61.33 | — | |
| CEC + AutoAugBackbone=ResNet18, Data Augmentation=AutoAug2022.03 | 71.77 | 68.46 | 63.21 | 61.95 | 57.44 | 56.97 | 55.24 | 54.23 | 52.95 | 51.38 | — | — | 75.74 | 24.36 | — | — | |
| Decoupled-CosineSetting=10-way 5-shot FSCIL2021.04 | 70.95 | 66.46 | 61.2 | 60.86 | 56.88 | 55.4 | 53.49 | 51.94 | 50.93 | 49.31 | — | 2.64 | 75.52 | 26.21 | — | — | |
| Decoupled-CosineBackbone=ResNet18, reproduced=true2022.03 | 70.95 | 66.46 | 61.2 | 60.86 | 56.88 | 55.4 | 53.49 | 51.94 | 50.93 | 49.31 | — | — | 75.52 | 26.21 | — | — | |
| Decoupled-CosineBackbone=ResNet182022.03 | 70.95 | 66.46 | 61.2 | 60.86 | 56.88 | 55.4 | 53.49 | 51.94 | 50.93 | 49.31 | — | — | 75.52 | 26.21 | — | — | |
| D-Cosine2026.01 | 70.95 | 66.46 | 61.2 | 60.86 | 56.88 | 55.4 | 53.49 | 51.94 | 50.93 | 49.31 | — | 8.25 | 75.52 | — | 59.36 | — | |
| Decoupled-DeepEMDSetting=10-way 5-shot FSCIL2021.04 | 70.69 | 66.68 | 62.34 | 59.76 | 56.54 | 54.61 | 52.52 | 50.73 | 49.2 | 47.6 | — | 4.18 | 75.35 | 27.75 | — | — | |
| Decoupled-DeepEMDBackbone=ResNet18, reproduced=true2022.03 | 70.69 | 66.68 | 62.34 | 59.76 | 56.54 | 54.61 | 52.52 | 50.73 | 49.2 | 47.6 | — | — | 75.35 | 27.75 | — | — | |
| Decoupled-DeepEMDBackbone=ResNet182022.03 | 70.69 | 66.68 | 62.34 | 59.76 | 56.54 | 54.61 | 52.52 | 50.73 | 49.2 | 47.6 | — | — | 75.35 | 27.75 | — | — | |
| Decoupled-NegCosineBackbone=ResNet18, reproduced=true2022.03 | 70.57 | 66.62 | 61.32 | 60.09 | 56.06 | 55.03 | 52.78 | 51.5 | 50.08 | 48.47 | — | — | 74.96 | 26.49 | — | — | |
| MgSvF2026.01 | 70.53 | 67 | 64.92 | 62.67 | 61.89 | 59.63 | 59.15 | 57.73 | 55.92 | 54.33 | — | 5.24 | 72.29 | — | 62.37 | — | |
| MgSvFBackbone=R-182024.07 | 70.53 | 67 | 64.92 | 62.67 | 61.89 | 59.63 | 59.15 | 57.73 | 55.92 | 54.33 | — | — | 72.29 | 17.96 | 62.37 | — | |
| Ft-CNNBackbone=ResNet18, FSCIL setting=10-way 5-shot2020.04 | 68.68 | 44.81 | 32.26 | 25.83 | 25.62 | 25.22 | 20.84 | 16.77 | 18.82 | 18.25 | 17.18 | 9.1 | — | — | — | — | |
| Joint-CNNBackbone=ResNet18, FSCIL setting=10-way 5-shot2020.04 | 68.68 | 62.43 | 57.23 | 52.8 | 49.5 | 46.1 | 42.8 | 40.1 | 38.7 | 37.1 | 35.6 | — | — | — | — | — | |
| iCaRL*Backbone=ResNet18, FSCIL setting=10-way 5-shot2020.04 | 68.68 | 52.65 | 48.61 | 44.16 | 36.62 | 29.52 | 27.83 | 26.26 | 24.01 | 23.89 | 21.16 | 5.12 | — | — | — | — | |
| EEIL*Backbone=ResNet18, FSCIL setting=10-way 5-shot2020.04 | 68.68 | 53.63 | 47.91 | 44.2 | 36.3 | 27.46 | 25.93 | 24.7 | 23.95 | 24.13 | 22.11 | 4.17 | — | — | — | — | |
| NCM*Backbone=ResNet18, FSCIL setting=10-way 5-shot2020.04 | 68.68 | 57.12 | 44.21 | 28.78 | 26.71 | 25.66 | 24.62 | 21.52 | 20.12 | 20.06 | 19.87 | 6.41 | — | — | — | — | |
| Ours-ALBackbone=ResNet18, FSCIL setting=10-way 5-shot2020.04 | 68.68 | 61.01 | 55.35 | 50.01 | 42.42 | 39.07 | 35.47 | 32.87 | 30.04 | 25.91 | 24.85 | 1.43 | — | — | — | — | |
| Ours-AL-MMLBackbone=ResNet18, FSCIL setting=10-way 5-shot2020.04 | 68.68 | 62.49 | 54.81 | 49.99 | 45.25 | 41.4 | 38.35 | 35.36 | 32.22 | 28.31 | 26.28 | — | — | — | — | — | |
| Ft-CNNBackbone=ResNet-182021.07 | 68.68 | 44.81 | 32.26 | 25.83 | 25.62 | 25.22 | 20.84 | 16.77 | 18.82 | 18.25 | 17.18 | — | — | — | — | — | |
| iCaRL*Backbone=ResNet-182021.07 | 68.68 | 52.65 | 48.61 | 44.16 | 36.62 | 29.52 | 27.83 | 26.26 | 24.01 | 23.89 | 21.16 | — | — | — | — | — | |
| EEIL*Backbone=ResNet-182021.07 | 68.68 | 53.63 | 47.91 | 44.2 | 36.3 | 27.46 | 25.93 | 24.7 | 23.95 | 24.13 | 22.11 | — | — | — | — | — | |
| NCM*Backbone=ResNet-182021.07 | 68.68 | 57.12 | 44.21 | 28.78 | 26.71 | 25.66 | 24.62 | 21.52 | 20.12 | 20.06 | 19.87 | — | — | — | — | — | |
| TOPICBackbone=ResNet-182021.07 | 68.68 | 61.01 | 55.35 | 50.01 | 42.42 | 39.07 | 35.47 | 32.87 | 30.04 | 25.91 | 24.85 | — | — | — | — | — | |
| TOPIC-MMLBackbone=ResNet-182021.07 | 68.68 | 62.49 | 54.81 | 49.99 | 45.25 | 41.4 | 38.35 | 35.36 | 32.22 | 28.31 | 26.28 | — | — | — | — | — | |
| SPPR (Ours)Backbone=ResNet-182021.07 | 68.68 | 61.85 | 57.43 | 52.68 | 50.19 | 46.88 | 44.65 | 43.07 | 40.17 | 39.63 | 37.33 | — | — | — | — | — | |
| OrCo2026.01 | 66.85 | 64.05 | 63.69 | 62.2 | 60.38 | 60.18 | 59.2 | 58 | 58.42 | 57.94 | — | 5.37 | 75.59 | — | 62.41 | — | |
| Mamba-FSCILBackbone=R-182024.07 | 63.86 | 60.26 | 60.94 | 57.55 | 56.98 | 57.82 | 55.06 | 53.4 | 53.26 | 52.87 | — | — | 70.38 | 17.51 | 58.4 | — | |
| OSHHG2026.01 | 62.61 | 59.83 | 56.82 | 55.07 | 53.06 | 51.56 | 50.05 | 47.5 | 46.82 | 45.87 | — | 13.76 | 63.2 | — | 53.85 | — | |
| TOPICSetting=10-way 5-shot FSCIL2021.04 | 62.49 | 54.81 | 49.99 | 45.25 | 41.4 | 38.35 | 35.36 | 32.22 | 28.31 | 26.28 | — | 18.83 | 68.68 | 42.4 | — | — | |
| TOPICBackbone=ResNet182022.03 | 62.49 | 54.81 | 49.99 | 45.25 | 41.4 | 38.35 | 35.36 | 32.22 | 28.31 | 26.26 | — | — | 68.68 | 42.4 | — | — |