Class-Incremental Learning on XD-VSCIL High-Scale Domain Imbalance
40.98Aircraft ScoreHYCAL
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| HYCALEvaluation Protocol=Last Acc., Backbone=Frozen CLIP, Number of Seeds=42026.04 | 40.98 | 49.68 | 69.59 | 74.63 | 39.54 | 77.71 | 60.51 | 95.34 | 63.5 | 19.55 | |
| HYCALEvaluation Protocol=Average Acc., Backbone=Frozen CLIP, Number of Seeds=42026.04 | 40.97 | 49.99 | 69.84 | 74.7 | 39.65 | 77.56 | 60.47 | 95.34 | 54.48 | 19.5 | |
| KLDAEvaluation Protocol=Last Acc., Backbone=Frozen CLIP, Number of Seeds=42026.04 | 39.38 | 37.67 | 68.99 | 75.18 | 37.11 | 78.77 | 59.17 | 95.19 | 61.43 | 21.89 | |
| Primal-RAILEvaluation Protocol=Average Acc., Backbone=Frozen CLIP, Number of Seeds=42026.04 | 37.33 | 60.39 | 68.79 | 72.4 | 23.11 | 77.77 | 53.5 | 90.3 | 53.49 | 22.04 | |
| RanPACEvaluation Protocol=Last Acc., Backbone=Frozen CLIP, Number of Seeds=42026.04 | 37.2 | 36.86 | 66.71 | 72.89 | 41.04 | 81.25 | 60.25 | 92.82 | 61.13 | 21.29 | |
| RanPACEvaluation Protocol=Average Acc., Backbone=Frozen CLIP, Number of Seeds=42026.04 | 36.99 | 36.34 | 66.35 | 73.02 | 40.97 | 82.33 | 60.66 | 92.82 | 49.98 | 21.57 | |
| Primal-RAILEvaluation Protocol=Last Acc., Backbone=Frozen CLIP, Number of Seeds=42026.04 | 36.91 | 60.44 | 67.75 | 71.66 | 20.9 | 77.73 | 53.23 | 90.3 | 59.86 | 22.53 | |
| KLDAEvaluation Protocol=Average Acc., Backbone=Frozen CLIP, Number of Seeds=42026.04 | 29.19 | 31.66 | 68.07 | 75.21 | 36.85 | 79.95 | 59.52 | 95.19 | 41.06 | 24.61 | |
| Zero-shotBackbone=Frozen CLIP2026.04 | 23.91 | 50.88 | 41.9 | 37.58 | 9.8 | 44.01 | 17.97 | 67.4 | 56.41 | 18.76 | |
| FeCAMEvaluation Protocol=Average Acc., Backbone=Frozen CLIP, Number of Seeds=42026.04 | 10.75 | 0 | 33.64 | 0 | 0 | 0 | 0 | 1.38 | 8.91 | 11.91 | |
| FeCAMEvaluation Protocol=Last Acc., Backbone=Frozen CLIP, Number of Seeds=42026.04 | 10.56 | 0 | 33.64 | 0 | 0 | 0 | 0 | 1.38 | 5.69 | 11.9 |