Research map / Video / Video segmentation and tracking
Watching You: Global-Guided Reciprocal Learning for Video-Based Person Re-Identification
Check your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use GRL instead of the strongest reported Rank-1 baseline | Video-based person Re-ID · MARS | Rank-1: 90.2 -> 91.0 | Helped |
| Use GRL instead of MGRA | Video-based person Re-ID · MARS | mAP: 85.9 -> 84.8 | Hurt |
| Use GRL instead of MGRA | Video-based person Re-ID · iLIDS-VID | Rank-1: 88.6 -> 90.4 | Helped |
| Use GRL instead of MGRA | Video-based person Re-ID · PRID2011 | Rank-1: 95.9 -> 96.2 | Helped |
| Add GCE-guided disentanglement and use high-correlation features (ablation) | GRL baseline · MARS | Rank-1: 88.5 -> 89.5 | Helped |
| Combine high- and low-correlation features (ablation) | GCE · MARS | Rank-1: 89.5 -> 90.1 | Helped |
| Add temporal reciprocal learning (ablation) | GCE model · MARS | mAP: 83.3 -> 84.8 | Helped |
| Add the memory block (ablation) | GRL · MARS | mAP: 84.2 -> 84.8 | Helped |
| Add the enhancement block (ablation) | GRL · MARS | mAP: 83.4 -> 84.8 | Helped |
| Use sequence length 8 rather than length 4 (ablation) | GRL · MARS | mAP: 83.0 -> 84.8 | Helped |
| Increase sequence length from 8 to 10 (ablation) | GRL · MARS | mAP: 84.8 -> 83.9 | Hurt |
| Combine forward and backward temporal learning (ablation) | GRL · MARS | Rank-1: 89.9 -> 91.0 | Helped |
Closest papers by meaning
- Relation-Guided Spatial Attention and Temporal Refinement for Video-Based Person Re-Identification (AAAI 2020 · similarity 0.91)
- Spatial and Temporal Mutual Promotion for Video-Based Person Re-Identification (AAAI 2019 · similarity 0.88)
- Relation-Aware Global Attention for Person Re-Identification (CVPR 2020 · similarity 0.88)
- Spatial-Temporal Correlation and Topology Learning for Person Re-Identification in Videos (CVPR 2021 · similarity 0.88)
- Top-Push Video-Based Person Re-Identification (CVPR 2016 · similarity 0.87)
- Temporal Correlation Vision Transformer for Video Person Re-Identification (AAAI 2024 · similarity 0.87)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.