Final project of Computer Vision
| Name | Student ID | |
|---|---|---|
| Nguyen Hoang Quan | 18120145 | 18120145@student.hcmus.edu.vn |
| Le Minh Khoa | 18120415 | 18120415@student.hcmus.edu.vn |
Download Market-1501 via Google Drive: link
In config.json file, change root value to dataset path.
Check config.json file for training configuration.
Run python main.py to start training.
| Methods | Train feature | Test feature | Rank-1 | Rank-5 | mAP |
|---|---|---|---|---|---|
| Baseline | Global | Global | 83.28 | 94.18 | 65.96 |
| Baseline | Local | Local | 80.20 | 92.76 | 59.66 |
| Baseline | Global, Local | Global | 84.14 | 93.97 | 67.58 |
| Baseline | Global, Local | Local | 86.37 | 95.10 | 68.68 |
| Baseline + Identity Loss | Global, Local | Global | 83.55 | 93.35 | 67.66 |
| Baseline + Identity Loss | Global, Local | Local | 84.23 | 93.62 | 63.99 |
| Baseline + Identity Loss + Random Flip | Global, Local | Global | 85.42 | 93.97 | 69.34 |
| Baseline + Identity Loss + Random Flip | Global, Local | Local | 86.82 | 94.89 | 67.59 |
| Re-ranking | Global, Local | Global | 87.47 | 92.96 | 82.90 |
| Re-ranking + Identity Loss | Global, Local | Global | 86.19 | 92.76 | 81.27 |
| Re-ranking + Identity loss + Random Flip | Global, Local | Global | 87.50 | 92.93 | 82.68 |