Vehicle Re-identification on DN-Wild
51.2Rank-1DNDM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DNDMTraining Protocol=FSL2026.06 | 51.2 | 98.7 | 40.5 | |
| CAJTraining Protocol=FSL2026.06 | 49.9 | 98.1 | 39.2 | |
| DCLTraining Protocol=FSL2026.06 | 49.9 | 97.9 | 34.8 | |
| USL-DN-ReID frameworkTraining Protocol=USL2026.06 | 49.9 | 95.8 | 28.2 | |
| DNDMTraining Protocol=FSL2026.06 | 49.5 | 95.5 | 40 | |
| PMTTraining Protocol=FSL2026.06 | 49.1 | 95.5 | 32.7 | |
| AGWTraining Protocol=FSL2026.06 | 49.1 | 96.3 | 38.6 | |
| CAJTraining Protocol=FSL2026.06 | 48.7 | 95.5 | 38.5 | |
| AGWTraining Protocol=FSL2026.06 | 48.3 | 96 | 38.7 | |
| USL-DN-ReID frameworkTraining Protocol=USL2026.06 | 47.6 | 93 | 29.5 | |
| USL-DN-ReID framework (Ours)Zero-shot generalization=true, Training Source=DN-348, Direction=Day-to-Night2026.06 | 47.6 | 94.2 | 24 | |
| DCLTraining Protocol=FSL2026.06 | 47.2 | 94.3 | 34.2 | |
| RPNRTraining Protocol=USL2026.06 | 46.7 | 92.5 | 24.8 | |
| TokenMatcherTraining Protocol=USL2026.06 | 45.5 | 90.4 | 21.8 | |
| NULCTraining Protocol=USL2026.06 | 45.5 | 91.6 | 22.9 | |
| PCLHDTraining Protocol=USL2026.06 | 45.3 | 91.3 | 23.2 | |
| PCLHDZero-shot generalization=true, Training Source=DN-348, Direction=Day-to-Night2026.06 | 44.7 | 91 | 21.5 | |
| PMTTraining Protocol=FSL2026.06 | 44.4 | 90.2 | 33.7 | |
| PCATraining Protocol=USL2026.06 | 44.2 | 90.3 | 20.7 | |
| RPNRTraining Protocol=USL2026.06 | 44.2 | 89.8 | 26.1 | |
| RPNRZero-shot generalization=true, Training Source=DN-348, Direction=Day-to-Night2026.06 | 44.1 | 90.3 | 20.4 | |
| NULCZero-shot generalization=true, Training Source=DN-348, Direction=Day-to-Night2026.06 | 44 | 90.9 | 21.8 | |
| PCLHDTraining Protocol=USL2026.06 | 43.5 | 88.6 | 25.1 | |
| PCAZero-shot generalization=true, Training Source=DN-348, Direction=Day-to-Night2026.06 | 43.3 | 90.9 | 21.5 | |
| USL-DN-ReID framework (Ours)Zero-shot generalization=true, Training Source=DN-348, Direction=Night-to-Day2026.06 | 43.1 | 88.1 | 25.4 | |
| PCATraining Protocol=USL2026.06 | 42.6 | 87 | 24.7 | |
| PCLHDZero-shot generalization=true, Training Source=DN-348, Direction=Night-to-Day2026.06 | 41.8 | 86.5 | 23.6 | |
| NULCTraining Protocol=USL2026.06 | 41.7 | 86.3 | 23.7 | |
| TokenMatcherTraining Protocol=USL2026.06 | 41.5 | 85.6 | 22.9 | |
| TokenMatcherZero-shot generalization=true, Training Source=DN-348, Direction=Day-to-Night2026.06 | 41.3 | 86.6 | 18.9 | |
| PGMTraining Protocol=USL2026.06 | 41.2 | 86.8 | 19.2 | |
| PCAZero-shot generalization=true, Training Source=DN-348, Direction=Night-to-Day2026.06 | 40.5 | 84 | 23.1 | |
| NULCZero-shot generalization=true, Training Source=DN-348, Direction=Night-to-Day2026.06 | 40.3 | 83.5 | 22.2 | |
| PGMTraining Protocol=USL2026.06 | 39.7 | 81.8 | 22.3 | |
| PGMZero-shot generalization=true, Training Source=DN-348, Direction=Day-to-Night2026.06 | 38.8 | 84.3 | 18.4 | |
| RPNRZero-shot generalization=true, Training Source=DN-348, Direction=Night-to-Day2026.06 | 38.8 | 79.6 | 20.8 | |
| TokenMatcherZero-shot generalization=true, Training Source=DN-348, Direction=Night-to-Day2026.06 | 37.6 | 79.8 | 21.4 | |
| PGMZero-shot generalization=true, Training Source=DN-348, Direction=Night-to-Day2026.06 | 36.5 | 78.8 | 21.3 |