Object Detection on KITTI non-weather corruptions
43.43Performance (Gaussian)CD-Buffer
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CD-BufferBackbone=Swin-T, Test-Time Adaptation Strategy=Ours (CD-Buffer)2026.03 | 43.43 | 70.59 | 72.37 | 70.7 | |
| ActMADBackbone=Swin-T, Test-Time Adaptation Strategy=ActMAD2026.03 | 40.14 | 62.65 | 63.74 | 61.81 | |
| Pruning TTABackbone=Swin-T, Test-Time Adaptation Strategy=Pruning TTA2026.03 | 31.6 | 66.02 | 63.49 | 63.27 | |
| WHWBackbone=Swin-T, Test-Time Adaptation Strategy=WHW2026.03 | 23.15 | 72.45 | 64.49 | 66.77 | |
| Buffer TTABackbone=Swin-T, Test-Time Adaptation Strategy=Buffer TTA2026.03 | 11.69 | 70.65 | 51.55 | 57.14 | |
| Direct TestBackbone=Swin-T, Test-Time Adaptation Strategy=None2026.03 | 8.87 | 65.66 | 47.81 | 52.6 |