Research map / Label-efficient and robust learning / Recognition and long-tail
Partial Person Re-Identification With Part-Part Correspondence Learning
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add GLRec and CRLoc to the re-ID model (ablation) | ResNet-50 re-ID backbone · Partial-REID | Rank-1: 65.3 -> 79.0 | Helped |
| Add PP-Triplet correspondence learning (ablation) | GLRec + CRLoc · Partial-REID | Rank-1: 65.3 -> 71.3 | Helped |
| Add PP-Cycle correspondence learning (ablation) | GLRec + CRLoc · Partial-REID | Rank-1: 65.3 -> 72.7 | Helped |
| Combine PP-Cycle and PP-Triplet (ablation) | GLRec + CRLoc · Partial-REID | Rank-1: 72.7 -> 79.0 | Helped |
| Use learned layout rectification rather than padding or resizing (ablation) | Partial-image preprocessing · Partial-REID | Rank-1: 51.0 -> 65.3; 51.3 -> 65.3 | Helped |
| Add advanced training techniques to PPCL | PPCL · Partial-REID, partial images as query | Rank-1: 79.0 -> 83.7 | Helped |
| Add advanced training techniques to PPCL | PPCL · Partial-iLIDS, partial images as query | Rank-1: 69.7 -> 71.4 | Helped |
| Add advanced training techniques to PPCL | PPCL · Partial-REID, partial images as gallery | Rank-1: 79.7 -> 88.7 | Helped |
| Add advanced training techniques to PPCL | PPCL · Partial-iLIDS, partial images as gallery | Rank-1: 66.4 -> 69.7 | Helped |
| Apply PPCL to partial face recognition | VGGFace · Partial-LFW | Rank-1: 46.30 -> 52.90 | Helped |
Closest papers by meaning
- Diverse Part Discovery: Occluded Person Re-Identification With Part-Aware Transformer (CVPR 2021 · similarity 0.88)
- Perceive Where to Focus: Learning Visibility-Aware Part-Level Features for Partial Person Re-Identification (CVPR 2019 · similarity 0.88)
- Human Semantic Parsing for Person Re-Identification (CVPR 2018 · similarity 0.88)
- Part-Based Pseudo Label Refinement for Unsupervised Person Re-Identification (CVPR 2022 · similarity 0.87)
- Consistent-Aware Deep Learning for Person Re-Identification in a Camera Network (CVPR 2017 · similarity 0.87)
- Person Re-Identification by Multi-Channel Parts-Based CNN With Improved Triplet Loss Function (CVPR 2016 · similarity 0.87)
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