Research map / Label-efficient and robust learning / Recognition and long-tail
Cross-Modality Paired-Images Generation for RGB-Infrared Person Re-Identification
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| combine set-level and instance-level alignment (ablation) | JSIA-ReID · SYSU-MM01 All-Search Single-Shot | Rank-1: 32.1 -> 38.1 | Helped |
| add set-level alignment (ablation) | JSIA-ReID · SYSU-MM01 All-Search Single-Shot | Rank-1: 32.1 -> 35.1 | Helped |
| add instance-level alignment (ablation) | JSIA-ReID · SYSU-MM01 All-Search Single-Shot | Rank-1: 32.1 -> 36.0 | Helped |
| add feature disentanglement to set-level alignment (ablation) | JSIA-ReID · SYSU-MM01 All-Search Single-Shot | Rank-1: 36.8 -> 38.1 | Helped |
| generate cross-modality paired images and jointly align feature sets and paired instances | JSIA-ReID · SYSU-MM01 All-Search Single-Shot | Rank-1: 28.9 -> 38.1 | Helped |
| generate cross-modality paired images and jointly align feature sets and paired instances | JSIA-ReID · RegDB thermal2visible | Rank-1: 43.4 -> 48.1 | Helped |
| generate cross-modality paired images and jointly align feature sets and paired instances | JSIA-ReID · RegDB visible2thermal | Rank-1: 43.4 -> 48.5 | Helped |
Closest papers by meaning
- Infrared-Visible Cross-Modal Person Re-Identification with an X Modality (AAAI 2020 · similarity 0.91)
- Learning Modal-Invariant and Temporal-Memory for Video-Based Visible-Infrared Person Re-Identification (CVPR 2022 · similarity 0.91)
- Joint Color-irrelevant Consistency Learning and Identity-aware Modality Adaptation for Visible-infrared Cross Modality Person Re-identification (AAAI 2021 · similarity 0.90)
- TokenMatcher: Diverse Tokens Matching for Unsupervised Visible-Infrared Person Re-Identification (AAAI 2025 · similarity 0.89)
- Cross-Modality Perturbation Synergy Attack for Person Re-identification (NeurIPS 2024 · similarity 0.89)
- Shallow-Deep Collaborative Learning for Unsupervised Visible-Infrared Person Re-Identification (CVPR 2024 · similarity 0.88)
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