Vehicle Re-identification on DN-348
80.3Rank-1DNDM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DNDMTraining Protocol=FSL2026.06 | 80.3 | 92.6 | 46.2 | |
| USL-DN-ReID frameworkTraining Protocol=USL2026.06 | 79.6 | 89.8 | 43.7 | |
| DCLTraining Protocol=FSL2026.06 | 78.9 | 92 | 42.8 | |
| PCLHDTraining Protocol=USL2026.06 | 78.4 | 90.9 | 39.5 | |
| PMTTraining Protocol=FSL2026.06 | 76 | 90.7 | 46.1 | |
| NULCTraining Protocol=USL2026.06 | 75.3 | 89.6 | 38.4 | |
| USL-DN-ReID framework (Ours)Zero-shot generalization=true, Training Source=DN-Wild, Direction=Night-to-Day2026.06 | 74.8 | 87.4 | 37.5 | |
| PCATraining Protocol=USL2026.06 | 74.6 | 90.1 | 38.9 | |
| CAJTraining Protocol=FSL2026.06 | 73.9 | 88.4 | 45.3 | |
| AGWTraining Protocol=FSL2026.06 | 73.1 | 89.4 | 44.3 | |
| RPNRZero-shot generalization=true, Training Source=DN-Wild, Direction=Night-to-Day2026.06 | 71.6 | 86.8 | 32.9 | |
| RPNRTraining Protocol=USL2026.06 | 71 | 87.2 | 35.3 | |
| DNDMTraining Protocol=FSL2026.06 | 70.7 | 84.2 | 47.5 | |
| USL-DN-ReID frameworkTraining Protocol=USL2026.06 | 70.7 | 82.3 | 42.3 | |
| TokenMatcherTraining Protocol=USL2026.06 | 70.2 | 87.7 | 33.1 | |
| AGWTraining Protocol=FSL2026.06 | 68.1 | 82.1 | 46.5 | |
| USL-DN-ReID framework (Ours)Zero-shot generalization=true, Training Source=DN-Wild, Direction=Day-to-Night2026.06 | 67.6 | 81.4 | 37.5 | |
| DCLTraining Protocol=FSL2026.06 | 67.5 | 81.3 | 44.3 | |
| PMTTraining Protocol=FSL2026.06 | 66.3 | 82 | 47 | |
| CAJTraining Protocol=FSL2026.06 | 66 | 81.9 | 46.4 | |
| NULCZero-shot generalization=true, Training Source=DN-Wild, Direction=Night-to-Day2026.06 | 65.9 | 80.1 | 29 | |
| PGMTraining Protocol=USL2026.06 | 65.7 | 81.4 | 32.8 | |
| PCLHDTraining Protocol=USL2026.06 | 64.8 | 78.7 | 38.7 | |
| PCAZero-shot generalization=true, Training Source=DN-Wild, Direction=Night-to-Day2026.06 | 63.5 | 78.8 | 27.3 | |
| PGMZero-shot generalization=true, Training Source=DN-Wild, Direction=Night-to-Day2026.06 | 63.4 | 78.6 | 26.8 | |
| PCATraining Protocol=USL2026.06 | 63.3 | 78 | 38.3 | |
| NULCTraining Protocol=USL2026.06 | 63 | 77.7 | 38.9 | |
| PCLHDZero-shot generalization=true, Training Source=DN-Wild, Direction=Night-to-Day2026.06 | 62.9 | 77.5 | 25.7 | |
| TokenMatcherZero-shot generalization=true, Training Source=DN-Wild, Direction=Night-to-Day2026.06 | 59.7 | 76.9 | 22.1 | |
| RPNRTraining Protocol=USL2026.06 | 58.7 | 75.2 | 34.7 | |
| RPNRZero-shot generalization=true, Training Source=DN-Wild, Direction=Day-to-Night2026.06 | 57.4 | 73.9 | 32.8 | |
| PGMTraining Protocol=USL2026.06 | 57.3 | 74.2 | 31.5 | |
| TokenMatcherTraining Protocol=USL2026.06 | 54.9 | 72.9 | 32.3 | |
| NULCZero-shot generalization=true, Training Source=DN-Wild, Direction=Day-to-Night2026.06 | 54.4 | 70.7 | 29.1 | |
| PCAZero-shot generalization=true, Training Source=DN-Wild, Direction=Day-to-Night2026.06 | 53.3 | 69.5 | 27.6 | |
| PCLHDZero-shot generalization=true, Training Source=DN-Wild, Direction=Day-to-Night2026.06 | 52.1 | 68.7 | 26.1 | |
| PGMZero-shot generalization=true, Training Source=DN-Wild, Direction=Day-to-Night2026.06 | 51.5 | 68 | 25.7 | |
| TokenMatcherZero-shot generalization=true, Training Source=DN-Wild, Direction=Day-to-Night2026.06 | 48 | 66.8 | 23.1 |