Awesome-Multi-Modal Object Re-Identification Repository

Welcome to the Awesome-Multi-Modal Object Re-Identification Repository! This repository is dedicated to curating and sharing cutting-edge methods and resources specifically focused on multi-modal object re-identification.

My Papers

• [CVPR25-IDEA]
  IDEA: Inverted Text with Cooperative Deformable Aggregation for Multi-modal Object Re-Identification
  Paper Code
• [AAAI25-DeMo]
  DeMo: Decoupled Feature-Based Mixture of Experts for Multi-Modal Object Re-Identification
  Paper Code
• [AAAI25-MambaPro]
  MambaPro: Multi-Modal Object Re-identification with Mamba Aggregation and Synergistic Prompt
  Paper Code
• [CVPR24-EDITOR]
  Magic Tokens: Select Diverse Tokens for Multi-modal Object Re-Identification
  Paper Code
• [AAAI24-TOP-ReID]
  TOP-ReID: Multi-spectral Object Re-Identification with Token Permutation
  Paper Code

Multi-Modal ReID

Methods

Multi-Modal Object ReID

• [TIP25-DESANet]
  Escaping Modal Interactions: An Efficient DESANet for Multi-Modal Object Re-identification
  Paper Code
• [CSCWD25-LMCNet]
  Lightweight Multi-Branch Feature Complementary Network for Multi-Modal Object Re-Identification
  Paper
• [ArXiv25-UGG-ReID]
  UGG-ReID: Uncertainty-Guided Graph Model for Multi-Modal Object Re-Identification
  Paper
• [ICML25-MFRNet]
  Multi-Modal Object Re-Identification via Sparse Mixture-of-Experts
  Paper Code
• [ArXiv25-NEXT]
  NEXT: Multi-Grained Mixture of Experts via Text-Modulation for Multi-Modal Object Re-ID
  Paper
• [TMM25-ICPL]
  ICPL-ReID: Identity-Conditional Prompt Learning for Multi-Spectral Object Re-Identification
  Paper Code
• [ArXiv25-MGRNet]
  Reliable Multi-Modal Object Re-Identification via Modality-Aware Graph Reasoning
  Paper
• [WACV25-DMPT]
  DMPT: Decoupled Modality-Aware Prompt Tuning for Multi-Modal Object Re-Identification
  Paper
• [TIP25-PromptMA]
  Prompt-Based Modality Alignment for Effective Multi-Modal Object Re-Identification
  Paper Code
• [CVPR25-IDEA]
  IDEA: Inverted Text with Cooperative Deformable Aggregation for Multi-modal Object Re-Identification
  Paper Code
• [ArXiv25]
  Modality Unified Attack for Omni-Modality Person Re-Identification
  Paper
• [AAAI25-DeMo]
  DeMo: Decoupled Feature-Based Mixture of Experts for Multi-Modal Object Re-Identification
  Paper Code
• [AAAI25-MambaPro]
  MambaPro: Multi-Modal Object Re-identification with Mamba Aggregation and Synergistic Prompt
  Paper Code
• [TCSVT24-RSCNet]
  Representation Selective Coupling via Token Sparsification for Multi-Spectral Object Re-Identification
  Paper
• [ESWA25-LRMM]
  LRMM: Low rank multi-scale multi-modal fusion for person re-identification based on RGB-NI-TI
  Paper
• [Sensors24-MambaReID]
  MambaReID: Exploiting Vision Mamba for Multi-Modal Object Re-Identification
  Paper
• [CVPR24-EDITOR]
  Magic Tokens: Select Diverse Tokens for Multi-modal Object Re-Identification
  Paper Code
• [AAAI24-TOP-ReID]
  TOP-ReID: Multi-spectral Object Re-Identification with Token Permutation
  Paper Code
• [AAAI24-HTT]
  Heterogeneous Test-Time Training for Multi-Modal Person Re-identifcation
  Paper Code
• [NeurIPS23-UniCat]
  UniCat: Crafting a Stronger Fusion Baseline for Multimodal Re-Identification
  Paper Code
• [arXiv23-GraFT]
  GraFT: Gradual Fusion Transformer for Multimodal Re-Identification
  Paper Code

Multi-Modal Person ReID

• [TNNLS25-TIENet]
  TIENet: A Tri-Interaction Enhancement Network for Multimodal Person Reidentification
  Paper
• [MLCCIM23-MMCF]
  Multimodal Consistency Co-Assisted Training for Person Re-Identification
  Paper
• [ICSP23-LRFNet]
  Low-rank Fusion Network for Multi-modality Person Re-identification
  Paper
• [TNNLS23-DENet]
  Dynamic Enhancement Network for Partial Multi-modality Person Re-identification
  Paper
• [AAAI22-IEEE]
  Interact, Embed, and EnlargE: Boosting Modality-Specific Representations for Multi-Modal Person Re-identification
  Paper Code
• [AAAI21-PFNet]
  Robust Multi-Modality Person Re-identification
  Paper

Multi-Modal Vehicle ReID

• [IEEE Access25-SV2SAFA-V1]
  Swin Transformer With Late-Fusion Feature Aggregation for Multi-Modal Vehicle Reidentification
  Paper
• [ArXiv25-CoEN]
  Collaborative Enhancement Network for Low-quality Multi-spectral Vehicle Re-identification
  Paper Code
• [Applied Intelligence25]
  Generalizable Multi-spectral Vehicle Re-identification via Decoupled Subspaces
  Paper
• [ESWA25-WTSF-ReID]
  Depth-driven Window-oriented Token Selection and Fusion for multi-modality vehicle re-identification with knowledge consistency constraint
  Paper Code
• [Inform Fusion24-FACENet]
  Flare-aware cross-modal enhancement network for multi-spectral vehicle Re-identification
  Paper Code
• [Sensors23-PHT]
  Progressively Hybrid Transformer for Multi-Modal Vehicle Re-Identification
  Paper
• [TITS23-GPFNet]
  Graph-based progressive fusion network for multi-modality vehicle re-identification
  Paper
• [Inform Fusion22-CCNet]
  Multi-spectral Vehicle Re-identification with Cross-directional Consistency Network and A High-quality Benchmark
  Paper Code
• [ICSP22-GAFNet]
  Generative and attentive fusion for multi-spectral vehicle re-identification
  Paper
• [AAAI20-HAMNet]
  Multi-Spectral Vehicle Re-Identification: A Challenge
  Paper Code

Datasets

Multi-Modal Person ReID

• RGBNT201(RGB+NIR+TIR)
• Market1501-MM(RGB+NIR+TIR) #### Multi-Modal Vehicle ReID
• RGBNT100(RGB+NIR+TIR) (rjin)
• RGBNT300(RGB+NIR) (11y8)
• MSVR310(RGB+NIR+TIR)
• MSVWild863(RGB+NIR+TIR) (msvw)

Star History

Acknowledgments

I want to express my gratitude to the academic community and everyone contributing to the advancement of multi-modal object re-identification research.

Contact

Feel free to reach out if you have any questions, suggestions, or collaboration proposals:

• Email: 924973292@mail.dlut.edu.cn
• Web: 924973292.github.io

Citation

If you find our work useful in your research, please consider citing our papers: ```bibtex @inproceedings{wang2024top, title={TOP-ReID: Multi-spectral Object Re-Identification with Token Permutation}, author={Wang, Yuhao and Liu, Xuehu and Zhang, Pingping and Lu, Hu and Tu, Zhengzheng and Lu, Huchuan}, booktitle={Proceedings of the AAAI Conference on Artificial Intelligence}, volume={38}, number={6}, pages={5758--5766}, year={2024} }

@InProceedings{Zhang2024CVPR, author = {Zhang, Pingping and Wang, Yuhao and Liu, Yang and Tu, Zhengzheng and Lu, Huchuan}, title = {Magic Tokens: Select Diverse Tokens for Multi-modal Object Re-Identification}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, month = {June}, year = {2024}, pages = {17117-17126} }

@inproceedings{wang2025decoupled, title={Decoupled feature-based mixture of experts for multi-modal object re-identification}, author={Wang, Yuhao and Liu, Yang and Zheng, Aihua and Zhang, Pingping}, booktitle={Proceedings of the AAAI Conference on Artificial Intelligence}, volume={39}, number={8}, pages={8141--8149}, year={2025} }

@inproceedings{wang2025mambapro, title={Mambapro: Multi-modal object re-identification with mamba aggregation and synergistic prompt}, author={Wang, Yuhao and Liu, Xuehu and Yan, Tianyu and Liu, Yang and Zheng, Aihua and Zhang, Pingping and Lu, Huchuan}, booktitle={Proceedings of the AAAI Conference on Artificial Intelligence}, volume={39}, number={8}, pages={8150--8158}, year={2025} }

@article{wang2025idea, title={IDEA: Inverted Text with Cooperative Deformable Aggregation for Multi-modal Object Re-Identification}, author={Wang, Yuhao and Lv, Yongfeng and Zhang, Pingping and Lu, Huchuan}, journal={arXiv preprint arXiv:2503.10324}, year={2025} } ```