Research map / Label-efficient and robust learning / Recognition and long-tail
Re-Identification With Consistent Attentive Siamese Networks
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add identification attention to IDE (ablation) | IDE · CUHK03-NP detected | rank-1: 43.8% -> 54.8% | Helped |
| Add Siamese attention to IDE (ablation) | IDE · CUHK03-NP detected | rank-1: 43.8% -> 55.2% | Helped |
| Add both attention modules (ablation) | IDE · CUHK03-NP detected | rank-1: 43.8% -> 57.4% | Helped |
| Add identification attention to IDE (ablation) | IDE · DukeMTMC-ReID | rank-1: 73.2% -> 83.2% | Helped |
| Add Siamese attention to IDE (ablation) | IDE · DukeMTMC-ReID | rank-1: 73.2% -> 83.5% | Helped |
| Add both attention modules (ablation) | IDE · DukeMTMC-ReID | rank-1: 73.2% -> 84.5% | Helped |
| Add identification attention to IDE (ablation) | IDE · Market-1501 (SQ) | rank-1: 85.3% -> 91.0% | Helped |
| Add Siamese attention to IDE (ablation) | IDE · Market-1501 (SQ) | rank-1: 85.3% -> 91.6% | Helped |
| Add both attention modules (ablation) | IDE · Market-1501 (SQ) | rank-1: 85.3% -> 92.0% | Helped |
| Add identification attention to PCB (ablation) | PCB · CUHK03-NP detected | rank-1: 61.3% -> 68.5% | Helped |
| Add Siamese attention to PCB (ablation) | PCB · CUHK03-NP detected | rank-1: 61.3% -> 69.9% | Helped |
| Add both attention modules (ablation) | PCB · CUHK03-NP detected | rank-1: 61.3% -> 71.5% | Helped |
Closest papers by meaning
- Harmonious Attention Network for Person Re-Identification (CVPR 2018 · similarity 0.90)
- Deep Neural Networks with Inexact Matching for Person Re-Identification (NeurIPS 2016 · similarity 0.89)
- Efficient and Deep Person Re-Identification Using Multi-Level Similarity (CVPR 2018 · similarity 0.89)
- Consistent-Aware Deep Learning for Person Re-Identification in a Camera Network (CVPR 2017 · similarity 0.89)
- Relation-Aware Global Attention for Person Re-Identification (CVPR 2020 · similarity 0.89)
- Resource Aware Person Re-Identification Across Multiple Resolutions (CVPR 2018 · similarity 0.88)
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