Few-Shot Class-Incremental Learning on CUB200 (test)
82.63Accuracy (Session 1)
LIMIT+SV-Swin-T
Updated 4d ago
Evaluation Results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2023.03 | 82.63 | 81.21 | 78.97 | 79.38 | 77.64 | 77.55 | 75.71 | 75.91 | 75.77 | 76.17 | - | - | 84.19 | - | 78.65 | |
2023.03 | 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 | |
2024.03 | 78.16 | 75.57 | 72.89 | 70.86 | 68.17 | 67.01 | 65.26 | 63.36 | 61.76 | 60.26 | - | - | 81.07 | - | - | |
2024.03 | 78.03 | 75.45 | 70.99 | 71.06 | 67.85 | 67.44 | 66.05 | 64.95 | 64.31 | 63.6 | - | - | 82.31 | - | - | |
2024.03 | 77.92 | 74.95 | 70.21 | 69.96 | 67.02 | 66.16 | 65.3 | 63.84 | 63.15 | 62.5 | - | - | 81.85 | - | - | |
2026.01 | 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 | |
2026.01 | 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 | |
2023.03 | 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 | |
2026.01 | 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 | |
2026.01 | 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 | |
2024.03 | 75.59 | 72.23 | 67.53 | 67.49 | 64.73 | 64.41 | 62.69 | 60.54 | 60.85 | 59.88 | - | - | 79.57 | - | - | |
2026.01 | 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 | |
2026.01 | 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 | |
2023.03 | 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 | |
2024.03 | 74.58 | 71.37 | 67.54 | 65.37 | 62.6 | 61.07 | 59.37 | 57.53 | 57.21 | 56.75 | - | - | 78.07 | - | - | |
2022.03 | 74.18 | 72.68 | 69.19 | 68.79 | 65.64 | 63.57 | 62.69 | 61.47 | 60.44 | 58.45 | - | - | 76.32 | 17.87 | - | |
2026.01 | 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 | |
2023.03 | 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 | |
2026.01 | 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 | |
2022.03 | 73.55 | 71.99 | 68.14 | 67.42 | 63.61 | 62.4 | 61.35 | 59.91 | 58.66 | 57.41 | - | - | 75.89 | 18.48 | - | |
2023.03 | 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 | |
2024.03 | 73.55 | 71.99 | 68.14 | 67.42 | 63.61 | 62.4 | 61.35 | 59.91 | 58.66 | 57.41 | - | - | 75.89 | - | - | |
2023.03 | 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 | |
2022.03 | 73.23 | 70.84 | 66.13 | 65.56 | 62.15 | 61.74 | 59.83 | 58.41 | 57.89 | 56.94 | - | - | 75.9 | 18.96 | - | |
2024.03 | 73.23 | 70.84 | 66.13 | 65.56 | 62.15 | 61.74 | 59.83 | 58.41 | 57.89 | 56.94 | - | - | 75.9 | - | - | |
2026.01 | 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 | |
2023.03 | 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 | |
2024.03 | 72.7 | 70.6 | 67.2 | 65.9 | 63.4 | 62.9 | 61.9 | 60.5 | 60.6 | 60.1 | - | - | 77.4 | - | - | |
2026.01 | 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 | |
2023.03 | 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 | |
2024.03 | 72.41 | 68.78 | 64.78 | 62.96 | 59.99 | 58.3 | 56.85 | 54.78 | 53.82 | 52.64 | - | - | 75.9 | - | - | |
2026.01 | 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 | |
2026.01 | 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 | |
2026.01 | 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 | |
2021.04 | 71.94 | 68.5 | 63.5 | 62.43 | 58.27 | 57.73 | 55.81 | 54.83 | 53.52 | 52.28 | - | - | 75.85 | 23.57 | - | |
2022.03 | 71.94 | 68.5 | 63.5 | 62.43 | 58.27 | 57.73 | 55.81 | 54.83 | 53.52 | 52.28 | - | - | 75.85 | 23.57 | - | |
2022.03 | 71.94 | 68.5 | 63.5 | 62.43 | 58.27 | 57.73 | 55.81 | 54.83 | 53.52 | 52.28 | - | - | 75.85 | 23.57 | - | |
2023.03 | 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 | |
2024.03 | 71.94 | 68.5 | 63.5 | 62.43 | 58.27 | 57.73 | 55.81 | 54.83 | 53.52 | 52.28 | - | - | 75.85 | - | - | |
2026.01 | 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 | |
2022.03 | 71.77 | 68.46 | 63.21 | 61.95 | 57.44 | 56.97 | 55.24 | 54.23 | 52.95 | 51.38 | - | - | 75.74 | 24.36 | - | |
2021.04 | 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 | - | |
2022.03 | 70.95 | 66.46 | 61.2 | 60.86 | 56.88 | 55.4 | 53.49 | 51.94 | 50.93 | 49.31 | - | - | 75.52 | 26.21 | - | |
2022.03 | 70.95 | 66.46 | 61.2 | 60.86 | 56.88 | 55.4 | 53.49 | 51.94 | 50.93 | 49.31 | - | - | 75.52 | 26.21 | - | |
2026.01 | 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 | |
2021.04 | 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 | - | |
2022.03 | 70.69 | 66.68 | 62.34 | 59.76 | 56.54 | 54.61 | 52.52 | 50.73 | 49.2 | 47.6 | - | - | 75.35 | 27.75 | - | |
2022.03 | 70.69 | 66.68 | 62.34 | 59.76 | 56.54 | 54.61 | 52.52 | 50.73 | 49.2 | 47.6 | - | - | 75.35 | 27.75 | - | |
2022.03 | 70.57 | 66.62 | 61.32 | 60.09 | 56.06 | 55.03 | 52.78 | 51.5 | 50.08 | 48.47 | - | - | 74.96 | 26.49 | - | |
2026.01 | 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 | |
2020.04 | 68.68 | 44.81 | 32.26 | 25.83 | 25.62 | 25.22 | 20.84 | 16.77 | 18.82 | 18.25 | 17.18 | 9.1 | - | - | - | |
2020.04 | 68.68 | 62.43 | 57.23 | 52.8 | 49.5 | 46.1 | 42.8 | 40.1 | 38.7 | 37.1 | 35.6 | - | - | - | - | |
2020.04 | 68.68 | 52.65 | 48.61 | 44.16 | 36.62 | 29.52 | 27.83 | 26.26 | 24.01 | 23.89 | 21.16 | 5.12 | - | - | - | |
2020.04 | 68.68 | 53.63 | 47.91 | 44.2 | 36.3 | 27.46 | 25.93 | 24.7 | 23.95 | 24.13 | 22.11 | 4.17 | - | - | - | |
2020.04 | 68.68 | 57.12 | 44.21 | 28.78 | 26.71 | 25.66 | 24.62 | 21.52 | 20.12 | 20.06 | 19.87 | 6.41 | - | - | - | |
2020.04 | 68.68 | 61.01 | 55.35 | 50.01 | 42.42 | 39.07 | 35.47 | 32.87 | 30.04 | 25.91 | 24.85 | 1.43 | - | - | - | |
2020.04 | 68.68 | 62.49 | 54.81 | 49.99 | 45.25 | 41.4 | 38.35 | 35.36 | 32.22 | 28.31 | 26.28 | - | - | - | - | |
2021.07 | 68.68 | 44.81 | 32.26 | 25.83 | 25.62 | 25.22 | 20.84 | 16.77 | 18.82 | 18.25 | 17.18 | - | - | - | - | |
2021.07 | 68.68 | 52.65 | 48.61 | 44.16 | 36.62 | 29.52 | 27.83 | 26.26 | 24.01 | 23.89 | 21.16 | - | - | - | - | |
2021.07 | 68.68 | 53.63 | 47.91 | 44.2 | 36.3 | 27.46 | 25.93 | 24.7 | 23.95 | 24.13 | 22.11 | - | - | - | - | |
2021.07 | 68.68 | 57.12 | 44.21 | 28.78 | 26.71 | 25.66 | 24.62 | 21.52 | 20.12 | 20.06 | 19.87 | - | - | - | - | |
2021.07 | 68.68 | 61.01 | 55.35 | 50.01 | 42.42 | 39.07 | 35.47 | 32.87 | 30.04 | 25.91 | 24.85 | - | - | - | - | |
2021.07 | 68.68 | 62.49 | 54.81 | 49.99 | 45.25 | 41.4 | 38.35 | 35.36 | 32.22 | 28.31 | 26.28 | - | - | - | - | |
2021.07 | 68.68 | 61.85 | 57.43 | 52.68 | 50.19 | 46.88 | 44.65 | 43.07 | 40.17 | 39.63 | 37.33 | - | - | - | - | |
2026.01 | 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 | |
2026.01 | 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 | |
2021.04 | 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 | - | |
2022.03 | 62.49 | 54.81 | 49.99 | 45.25 | 41.4 | 38.35 | 35.36 | 32.22 | 28.31 | 26.26 | - | - | 68.68 | 42.4 | - | |
2022.03 | 62.49 | 54.81 | 49.99 | 45.25 | 41.4 | 38.35 | 35.36 | 32.22 | 28.31 | 26.26 | - | - | 68.68 | 42.4 | - | |
2024.03 | 62.49 | 54.81 | 49.99 | 45.25 | 41.4 | 38.35 | 35.36 | 32.22 | 28.31 | 26.28 | - | - | 68.68 | - | - | |
2026.01 | 62.49 | 54.81 | 49.99 | 45.25 | 41.4 | 38.35 | 35.36 | 32.22 | 28.31 | 26.28 | - | 23.69 | 68.68 | - | 43.92 | |
2022.03 | 61.85 | 57.43 | 52.68 | 50.19 | 46.88 | 44.65 | 43.07 | 40.17 | 39.63 | 37.33 | - | - | 68.68 | 31.35 | - | |
2024.03 | 61.85 | 57.43 | 52.68 | 50.19 | 46.88 | 44.65 | 43.07 | 40.17 | 39.63 | 37.33 | - | - | 68.68 | - | - | |
2026.01 | 61.85 | 57.43 | 52.68 | 50.19 | 46.88 | 44.65 | 43.07 | 40.17 | 39.63 | 37.33 | - | 18.29 | 68.68 | - | 49.32 | |
2021.04 | 57.12 | 44.21 | 28.78 | 26.71 | 25.66 | 24.62 | 21.52 | 20.12 | 20.06 | 19.87 | - | 25.24 | 68.68 | 48.81 | - | |
2022.03 | 57.12 | 44.21 | 28.78 | 26.71 | 25.66 | 24.62 | 21.52 | 20.12 | 20.06 | 19.87 | - | - | 68.68 | 48.81 | - | |
2022.03 | 57.12 | 44.21 | 28.78 | 26.71 | 25.66 | 24.62 | 21.52 | 20.12 | 20.06 | 19.87 | - | - | 68.68 | 48.81 | - | |
2024.03 | 57.12 | 44.21 | 28.78 | 26.71 | 25.66 | 24.62 | 21.52 | 20.12 | 20.06 | 19.87 | - | - | 68.68 | - | - | |
2026.01 | 57.12 | 44.21 | 28.78 | 26.71 | 25.66 | 24.62 | 21.52 | 20.12 | 20.06 | 19.87 | - | 35.12 | 68.68 | - | 32.49 | |
2021.04 | 53.63 | 47.91 | 44.2 | 36.3 | 27.46 | 25.93 | 24.7 | 23.95 | 24.13 | 22.11 | - | 23 | 68.68 | 46.57 | - | |
2022.03 | 53.63 | 47.91 | 44.2 | 36.3 | 27.46 | 25.93 | 24.7 | 23.95 | 24.13 | 22.11 | - | - | 68.68 | 46.57 | - | |
2022.03 | 53.63 | 47.91 | 44.2 | 36.3 | 27.46 | 25.93 | 24.9 | 23.95 | 24.13 | 22.11 | - | - | 68.68 | 46.57 | - | |
2024.03 | 53.63 | 47.91 | 44.2 | 36.3 | 27.46 | 25.93 | 24.7 | 23.95 | 24.13 | 22.11 | - | - | 68.68 | - | - | |
2021.04 | 52.65 | 48.61 | 44.16 | 36.62 | 29.52 | 27.83 | 26.26 | 24.01 | 23.89 | 21.16 | - | 23.95 | 68.68 | 47.52 | - | |
2022.03 | 52.65 | 48.61 | 44.16 | 36.62 | 29.52 | 27.83 | 26.26 | 24.01 | 23.89 | 21.16 | - | - | 68.68 | 47.52 | - | |
2022.03 | 52.65 | 48.61 | 44.16 | 36.62 | 29.52 | 27.83 | 26.26 | 24.01 | 23.89 | 21.16 | - | - | 68.68 | 47.52 | - | |
2024.03 | 52.65 | 48.61 | 44.16 | 36.62 | 29.52 | 27.83 | 26.26 | 24.01 | 23.89 | 21.16 | - | - | 68.68 | - | - | |
2026.01 | 52.65 | 48.61 | 44.16 | 36.62 | 29.52 | 27.83 | 26.26 | 24.01 | 23.89 | 21.16 | - | 30.94 | 68.68 | - | 36.67 | |
2022.03 | 51 | 45.42 | 40.76 | 35.9 | 33.18 | 27.23 | 24.24 | 21.18 | 17.34 | 16.2 | - | - | 68.47 | 52.27 | - | |
2021.04 | 43.7 | 25.05 | 17.72 | 18.08 | 16.95 | 15.1 | 10.6 | 8.93 | 8.93 | 8.47 | - | 36.64 | 68.68 | 60.21 | - | |
2022.03 | 43.7 | 25.05 | 17.72 | 18.08 | 16.95 | 15.1 | 10.06 | 8.93 | 8.93 | 8.47 | - | - | 68.68 | 60.21 | - | |
2022.03 | 43.7 | 25.05 | 17.72 | 18.08 | 16.95 | 15.1 | 10.06 | 8.93 | 8.93 | 8.47 | - | - | 68.68 | 60.21 | - |