Awesome Cross-modality Person Re-identification

This is a repository for organizing articles related to cross-modality person re-identification (especially focusing on visible-thermal person reid). Most papers are linked to the pdf address provided by "arXiv" or "Openaccess". However, some papers require an academic license to browse. For example, IEEE, springer, and elsevier journal, etc.

Other awesome re-identification

• Awesome Person Re-identification
• Awesome Vehicle Re-identification

People who meet the following criteria are free to request a pull (pull request).

• Suggestions for new categories
• Changes to categories for some articles
• Additions of a summary or performance

1. Dataset

• SYSU-MM01 [paper]
• RegDB-No.34 [paper]

2. Baseline code

• github

3. Visible thermal person re-identification

2017

• RGB-Infrared Cross-Modality Person Re-Identification (ICCV 2017) [paper] [github]

2018

• Cross-Modality Person Re-Identification with Generative Adversarial Training (IJCAI 2018) [paper] [github]
• Visible Thermal Person Re-Identification via Dual-Constrained Top-Ranking (IJCAI 2018) [paper] [github]
• Hierarchical Discriminative Learning for Visible Thermal Person Re-Identification (AAAI 2018) [paper] [github]

2019

• Beyond Intra-modality Discrepancy: A Comprehensive Survey of Heterogeneous Person Re-identification (arXiv 2019) [paper]
• Learning to Reduce Dual-level Discrepancy for Infrared-Visible Person Re-identification (CVPR 2019) [paper]
• Person Re-Identification Between Visible and Thermal Camera Images Based on Deep Residual CNN Using Single Input (IEEE Access 2019) [paper] [github-No.34]
• Bi-directional Center-Constrained Top-Ranking for Visible Thermal Person Re-Identification (TIFS 2019) [paper]
• HPILN: A feature learning framework for cross-modality person re-identification (arXiv 2019) [paper]

2020

• Hi-CMD: Hierarchical Cross-Modality Disentanglement for Visible-Infrared Person Re-Identification (CVPR 2020) [paper] [github]
• Cross-Modality Person Re-Identification With Shared-Specific Feature Transfer (CVPR 2020) [paper]
• Dynamic Dual-Attentive Aggregation Learning for Visible-Infrared Person Re-Identification (ECCV 2020) [paper]

2021

• Cross-Modality Person Re-Identification via Modality Confusion and Center Aggregation (ICCV 2021) [paper]
• CM-NAS: Cross-Modality Neural Architecture Search for Visible-Infrared Person Re-Identification (ICCV 2021) [paper] [github]
• Syncretic Modality Collaborative Learning for Visible Infrared Person Re-Identification (ICCV 2021) [paper]
• Learning by Aligning: Visible-Infrared Person Re-Identification Using Cross-Modal Correspondences (ICCV 2021) [paper] [github]
• Neural Feature Search for RGB-Infrared Person Re-Identification (CVPR 2021) [paper]
• Discover Cross-Modality Nuances for Visible-Infrared Person Re-Identification (CVPR 2021) [paper]

2022

• Learning With Twin Noisy Labels for Visible-Infrared Person Re-Identification (CVPR 2022) [paper]
• FMCNet: Feature-Level Modality Compensation for Visible-Infrared Person Re-Identification (CVPR 2022) [paper]
• Learning Memory-Augmented Unidirectional Metrics for Cross-Modality Person Re-Identification (CVPR 2022) [paper]
• Learning Modal-Invariant and Temporal-Memory for Video-Based Visible-Infrared Person Re-Identification (CVPR 2022) [paper]

4. Thermal image translation

• ThermalGAN: Multimodal Color-to-Thermal Image Translation for Person Re-Identification in Multispectral Dataset (ECCVW 2018) [paper]
• IR2VI: Enhanced Night Environmental Perception by Unsupervised Thermal Image Translation" (CVPRW 2018) [paper]

5. Useful resources for cross-modality re-id

w/ deep leaning

• Farewell to Mutual Information: Variational Distillation for Cross-Modal Person Re-Identification (CVPR 2021)
• Illumination-Adaptive Person Re-identification (arXiv 2019) [paper]
• FANet: Quality-Aware Feature Aggregation Network for RGB-T Tracking (arXiv 2018) [paper]
• Cascaded SR-GAN for Scale-Adaptive Low Resolution Person Re-identification (IJCAI 2018) [paper]

w/o deep learning

• Cross-View Person Identification Based on Confidence-Weighted Human Pose Matching (TIP 2019) [paper]
• Online Non-Negative Multi-Modality Feature Template Learning for RGB-Assisted Infrared Tracking (IEEE Access 2019) [paper]
• Fast RGB-T Tracking via Cross-Modal Correlation Filters (Neurocomputing 2019) [paper]
• Learning Modality-Consistency Feature Templates: A Robust RGB-Infrared Tracking System (TIE 2019) [paper]
• Robust Collaborative Discriminative Learning for RGB-Infrared Tracking (AAAI 2018) [paper]
• Modality-correlation-aware Sparse Representation for RGB-infrared Object Tracking (PRL 2018) [paper]
• Scale-adaptive Low-resolution Person Re-identification via Learning A Discriminating Surface (IJCAI 2016) [paper]
• Multi-Level Fusion for Person Re-identification with Incomplete Marks (ACM Multimedia 2015) [paper]

6. Survey

• A Survey of Open-World Person Re-identification (TCSVT 2019) [paper]