Research map / Video / Video segmentation and tracking
Recurrent Convolutional Network 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 |
|---|---|---|---|
| Add recurrent connections to the CNN feature sequence (ablation) | Video re-identification network · iLIDS-VID and PRID-2011 | CMC | Helped |
| Add optical-flow channels alongside colour input (ablation) | Video re-identification network · iLIDS-VID and PRID-2011 | CMC | Helped |
| Replace max-pooling with mean-pooling over time (ablation) | CNN sequence representation · iLIDS-VID | CMC | Helped |
| Use mean-pooling over the sequence rather than comparing individual frames (ablation) | CNN sequence representation · iLIDS-VID | CMC | Helped |
| Increase probe or gallery sequence length (ablation) | Video re-identification system · iLIDS-VID | Rank 1 CMC | Helped |
| Use full video sequences instead of single images (ablation) | Ours versus Ours* · PRID-2011 cross-dataset | Rank 1 CMC (%): 14 -> 28 | Helped |
Closest papers by meaning
- Temporal-Enhanced Convolutional Network for Person Re-Identification (AAAI 2018 · similarity 0.92)
- See the Forest for the Trees: Joint Spatial and Temporal Recurrent Neural Networks for Video-Based Person Re-Identification (CVPR 2017 · similarity 0.92)
- Multi-Rate Gated Recurrent Convolutional Networks for Video-Based Pedestrian Re-Identification (AAAI 2018 · similarity 0.91)
- Spatial-Temporal Graph Convolutional Network for Video-Based Person Re-Identification (CVPR 2020 · similarity 0.90)
- Keypoint Message Passing for Video-Based Person Re-identification (AAAI 2022 · similarity 0.89)
- Person Re-Identification With Cascaded Pairwise Convolutions (CVPR 2018 · similarity 0.88)
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.