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Deep Learning for Person Re-identification: A Survey and Outlook
v1v2 (latest)

Deep Learning for Person Re-identification: A Survey and Outlook

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020
13 January 2020
Mang Ye
Jianbing Shen
Gaojie Lin
Tao Xiang
Ling Shao
Guosheng Lin
ArXiv (abs)PDFHTML

Papers citing "Deep Learning for Person Re-identification: A Survey and Outlook"

50 / 493 papers shown
Dual-level Modality Debiasing Learning for Unsupervised Visible-Infrared Person Re-Identification
Dual-level Modality Debiasing Learning for Unsupervised Visible-Infrared Person Re-IdentificationPattern Recognition (Pattern Recogn.), 2025
J. Li
Yan Lu
Bin Liu
Guojun Yin
Mang Ye
153
1
0
10 Apr 2026
Identity Clue Refinement and Enhancement for Visible-Infrared Person Re-Identification
Identity Clue Refinement and Enhancement for Visible-Infrared Person Re-IdentificationIEEE transactions on multimedia (TMM), 2025
Guoqing Zhang
Zhun Wang
Hairui Wang
Zhonglin Ye
Yuhui Zheng
113
0
0
04 Dec 2025
MOS: Mitigating Optical-SAR Modality Gap for Cross-Modal Ship Re-Identification
MOS: Mitigating Optical-SAR Modality Gap for Cross-Modal Ship Re-Identification
Yujian Zhao
Hankun Liu
Guanglin Niu
214
0
0
03 Dec 2025
OmniPerson: Unified Identity-Preserving Pedestrian Generation
OmniPerson: Unified Identity-Preserving Pedestrian Generation
Changxiao Ma
Chao Yuan
Xincheng Shi
Yuzhuo Ma
Yongfei Zhang
Longkun Zhou
Yujia Zhang
Shangze Li
Yifan Xu
VGen
256
0
0
02 Dec 2025
X-ReID: Multi-granularity Information Interaction for Video-Based Visible-Infrared Person Re-Identification
X-ReID: Multi-granularity Information Interaction for Video-Based Visible-Infrared Person Re-Identification
Chenyang Yu
Xuehu Liu
P. Zhang
Huchuan Lu
139
2
0
22 Nov 2025
Person Recognition in Aerial Surveillance: A Decade Survey
Person Recognition in Aerial Surveillance: A Decade SurveyIEEE Transactions on Biometrics Behavior and Identity Science (TBBIS), 2025
Kien Nguyen
Feng Liu
Clinton Fookes
Sridha Sridharan
Xiaoming Liu
Arun Ross
138
2
0
21 Nov 2025
Domain-Shared Learning and Gradual Alignment for Unsupervised Domain Adaptation Visible-Infrared Person Re-Identification
Domain-Shared Learning and Gradual Alignment for Unsupervised Domain Adaptation Visible-Infrared Person Re-Identification
Nianchang Huang
Yi Xu
Ruida Xi
Ruida Xi
Qiang Zhang
109
0
0
20 Nov 2025
ReIDMamba: Learning Discriminative Features with Visual State Space Model for Person Re-Identification
ReIDMamba: Learning Discriminative Features with Visual State Space Model for Person Re-Identification
Hongyang Gu
Qisong Yang
Lei Pu
Siming Han
Yao Ding
Mamba
267
0
0
11 Nov 2025
One-Shot Knowledge Transfer for Scalable Person Re-Identification
One-Shot Knowledge Transfer for Scalable Person Re-Identification
Longhua Li
Lei Qi
Xin Geng
184
3
0
08 Nov 2025
DINOv2 Driven Gait Representation Learning for Video-Based Visible-Infrared Person Re-identification
DINOv2 Driven Gait Representation Learning for Video-Based Visible-Infrared Person Re-identification
Yujie Yang
Shuang Li
Jun Ye
Neng Dong
Fan Li
Huafeng Li
191
2
0
06 Nov 2025
Modality-Transition Representation Learning for Visible-Infrared Person Re-Identification
Modality-Transition Representation Learning for Visible-Infrared Person Re-Identification
Chao Yuan
Zanwu Liu
G. Zhang
Haoxuan Xu
Yujian Zhao
Guanglin Niu
Bo Li
324
2
0
04 Nov 2025
PCD-ReID: Occluded Person Re-Identification for Base Station Inspection
PCD-ReID: Occluded Person Re-Identification for Base Station Inspection
Ge Gao
Zishuo Gao
Hongyan Cui
Zhiyang Jia
Zhuang Luo
ChaoPeng Liu
167
0
0
03 Nov 2025
MDReID: Modality-Decoupled Learning for Any-to-Any Multi-Modal Object Re-Identification
MDReID: Modality-Decoupled Learning for Any-to-Any Multi-Modal Object Re-Identification
Yingying Feng
Jie Li
Jie Hu
Y. Zhang
Lei Tan
Jiayi Ji
VLM
208
0
0
27 Oct 2025
GSAlign: Geometric and Semantic Alignment Network for Aerial-Ground Person Re-Identification
GSAlign: Geometric and Semantic Alignment Network for Aerial-Ground Person Re-Identification
Qiao Li
J. Li
Yukang Zhang
Lei Tan
Jing Chen
Jiayi Ji
165
1
0
25 Oct 2025
Attentive Convolution: Unifying the Expressivity of Self-Attention with Convolutional Efficiency
Attentive Convolution: Unifying the Expressivity of Self-Attention with Convolutional Efficiency
Hao Yu
H. G. Chen
Yan Jiang
Wei Peng
Zhaodong Sun
Samuel Kaski
Guoying Zhao
191
0
0
23 Oct 2025
FlexiReID: Adaptive Mixture of Expert for Multi-Modal Person Re-Identification
FlexiReID: Adaptive Mixture of Expert for Multi-Modal Person Re-Identification
Zhen Sun
Lei Tan
Yunhang Shen
Chengmao Cai
Xing Sun
Pingyang Dai
Liujuan Cao
Rongrong Ji
122
3
0
17 Oct 2025
Emergent AI Surveillance: Overlearned Person Re-Identification and Its Mitigation in Law Enforcement Context
Emergent AI Surveillance: Overlearned Person Re-Identification and Its Mitigation in Law Enforcement Context
An Thi Nguyen
Radina Stoykova
Eric Arazo
169
0
0
07 Oct 2025
Looking Alike From Far to Near: Enhancing Cross-Resolution Re-Identification via Feature Vector Panning
Looking Alike From Far to Near: Enhancing Cross-Resolution Re-Identification via Feature Vector Panning
Zanwu Liu
Chao Yuan
Bo Li
Xiaowei Zhang
Guanglin Niu
183
2
0
01 Oct 2025
Towards Anytime Retrieval: A Benchmark for Anytime Person Re-Identification
Towards Anytime Retrieval: A Benchmark for Anytime Person Re-IdentificationInternational Joint Conference on Artificial Intelligence (IJCAI), 2025
Xulin Li
Yan Lu
B. Liu
J. Li
Qinhong Yang
Tao Gong
Qi Chu
Mang Ye
Nenghai Yu
208
2
0
20 Sep 2025
Hierarchical Identity Learning for Unsupervised Visible-Infrared Person Re-Identification
Hierarchical Identity Learning for Unsupervised Visible-Infrared Person Re-Identification
Haonan Shi
Yubin Wang
De Cheng
Lingfeng He
Nannan Wang
X. Gao
183
1
0
15 Sep 2025
TrueSkin: Towards Fair and Accurate Skin Tone Recognition and Generation
TrueSkin: Towards Fair and Accurate Skin Tone Recognition and Generation
Haoming Lu
SyDa
172
2
0
13 Sep 2025
Similarity-based Outlier Detection for Noisy Object Re-Identification Using Beta Mixtures
Similarity-based Outlier Detection for Noisy Object Re-Identification Using Beta Mixtures
Waqar Ahmad
Evan Murphy
Vladimir A. Krylov
313
0
0
10 Sep 2025
Low-Rank Expert Merging for Multi-Source Domain Adaptation in Person Re-Identification
Low-Rank Expert Merging for Multi-Source Domain Adaptation in Person Re-Identification
Taha Mustapha Nehdi
Nairouz Mrabah
Atif Belal
M. Pedersoli
Mohammadhadi Shateri
MoMe
345
1
0
09 Aug 2025
Find Them All: Unveiling MLLMs for Versatile Person Re-identification
Find Them All: Unveiling MLLMs for Versatile Person Re-identification
Jinhao Li
Z. Chen
Lirong Deng
Changbo Wang
Guangtao Zhai
242
0
0
09 Aug 2025
Attribute Guidance With Inherent Pseudo-label For Occluded Person Re-identification
Attribute Guidance With Inherent Pseudo-label For Occluded Person Re-identification
Rui Zhi
Zhen Yang
Haiyang Zhang
230
0
0
07 Aug 2025
CORE-ReID: Comprehensive Optimization and Refinement through Ensemble fusion in Domain Adaptation for person re-identification
CORE-ReID: Comprehensive Optimization and Refinement through Ensemble fusion in Domain Adaptation for person re-identification
Trinh Quoc Nguyen
Oky Dicky Ardiansyah Prima
Katsuyoshi Hotta
225
5
0
05 Aug 2025
SMART-Ship: A Comprehensive Synchronized Multi-modal Aligned Remote Sensing Targets Dataset and Benchmark for Berthed Ships Analysis
SMART-Ship: A Comprehensive Synchronized Multi-modal Aligned Remote Sensing Targets Dataset and Benchmark for Berthed Ships Analysis
Chen-Chen Fan
Peiyao Guo
Linping Zhang
Kehan Qi
Haolin Huang
Yong-Qiang Mao
Yuxi Suo
Zhizhuo Jiang
Yu Liu
You He
266
1
0
04 Aug 2025
Distilling the Past: Information-Dense and Style-Aware Replay for Lifelong Person Re-Identification
Distilling the Past: Information-Dense and Style-Aware Replay for Lifelong Person Re-Identification
Mingyu Wang
Haojie Liu
Zhiyong Li
Wei Jiang
Q. M. Jonathan Wu
272
0
0
03 Aug 2025
AG-VPReID.VIR: Bridging Aerial and Ground Platforms for Video-based Visible-Infrared Person Re-ID
AG-VPReID.VIR: Bridging Aerial and Ground Platforms for Video-based Visible-Infrared Person Re-ID
Huy Nguyen
Kien Nguyen
Akila Pemasiri
Akmal Jahan
Clinton Fookes
Sridha Sridharan
197
1
0
24 Jul 2025
The Early Bird Identifies the Worm: You Can't Beat a Head Start in Long-Term Body Re-ID (ECHO-BID)
The Early Bird Identifies the Worm: You Can't Beat a Head Start in Long-Term Body Re-ID (ECHO-BID)
Thomas M. Metz
Matthew Q. Hill
A. O’toole
335
1
0
23 Jul 2025
Evolution of ReID: From Early Methods to LLM Integration
Evolution of ReID: From Early Methods to LLM Integration
Amran Bhuiyan
Mizanur Rahman
Md Tahmid Rahman Laskar
Aijun An
Jimmy Xiangji Huang
VLM
287
0
0
16 Jun 2025
Polyra Swarms: A Shape-Based Approach to Machine Learning
Polyra Swarms: A Shape-Based Approach to Machine Learning
Simon Klüttermann
Emmanuel Müller
309
0
0
16 Jun 2025
Domain Generalization for Person Re-identification: A Survey Towards Domain-Agnostic Person Matching
Domain Generalization for Person Re-identification: A Survey Towards Domain-Agnostic Person Matching
Hyeonseo Lee
Juhyun Park
Jihyong Oh
Chanho Eom
OOD
246
4
0
14 Jun 2025
ReID5o: Achieving Omni Multi-modal Person Re-identification in a Single Model
ReID5o: Achieving Omni Multi-modal Person Re-identification in a Single Model
Jialong Zuo
Yongtai Deng
Mengdan Tan
Rui Jin
Dongyue Wu
Nong Sang
Liang Pan
Changxin Gao
336
1
0
11 Jun 2025
SoK: Data Reconstruction Attacks Against Machine Learning Models: Definition, Metrics, and Benchmark
SoK: Data Reconstruction Attacks Against Machine Learning Models: Definition, Metrics, and Benchmark
Rui Wen
Yiyong Liu
Michael Backes
Yang Zhang
AAML
322
2
0
09 Jun 2025
Video-Level Language-Driven Video-Based Visible-Infrared Person Re-Identification
Video-Level Language-Driven Video-Based Visible-Infrared Person Re-IdentificationIEEE Transactions on Information Forensics and Security (TIFS), 2025
Shuang Li
Jiaxu Leng
Changjiang Kuang
Jiaxu Leng
Xinbo Gao
367
14
0
03 Jun 2025
NEXT: Multi-Grained Mixture of Experts via Text-Modulation for Multi-Modal Object Re-Identification
NEXT: Multi-Grained Mixture of Experts via Text-Modulation for Multi-Modal Object Re-Identification
Shihao Li
Chenglong Li
Aihua Zheng
Andong Lu
Jin Tang
686
2
0
26 May 2025
Causality and "In-the-Wild" Video-Based Person Re-ID: A Survey
Causality and "In-the-Wild" Video-Based Person Re-ID: A Survey
MD. Rashidunnabi
Kailash A. Hambarde
Hugo Proença
OODCML
338
0
0
26 May 2025
ICPL-ReID: Identity-Conditional Prompt Learning for Multi-Spectral Object Re-Identification
ICPL-ReID: Identity-Conditional Prompt Learning for Multi-Spectral Object Re-IdentificationIEEE transactions on multimedia (TMM), 2025
Shihao Li
Chenglong Li
Aihua Zheng
Jin Tang
Bin Luo
312
5
0
23 May 2025
TPT-Bench: A Large-Scale, Long-Term and Robot-Egocentric Dataset for Benchmarking Target Person Tracking
TPT-Bench: A Large-Scale, Long-Term and Robot-Egocentric Dataset for Benchmarking Target Person Tracking
Hanjing Ye
Yu Zhan
Weixi Situ
Guangcheng Chen
Jingwen Yu
Kuanqi Cai
Kuanqi Cai
Arash Ajoudani
H. Zhang
425
4
0
12 May 2025
Base-Detail Feature Learning Framework for Visible-Infrared Person Re-Identification
Base-Detail Feature Learning Framework for Visible-Infrared Person Re-IdentificationInternational Joint Conference on Artificial Intelligence (IJCAI), 2025
Zhihao Gong
Lian Wu
Yong Xu
273
2
0
06 May 2025
Robust Duality Learning for Unsupervised Visible-Infrared Person Re-Identification
Robust Duality Learning for Unsupervised Visible-Infrared Person Re-IdentificationIEEE Transactions on Information Forensics and Security (TIFS), 2025
Yongxiang Li
Yuan Sun
Yang Qin
Dezhong Peng
Xi Peng
Peng Hu
618
11
0
05 May 2025
Person detection and re-identification in open-world settings of retail stores and public spaces
Person detection and re-identification in open-world settings of retail stores and public spaces
Branko Brkljač
Milan Brkljač
271
1
0
01 May 2025
Semantic-Aligned Learning with Collaborative Refinement for Unsupervised VI-ReID
Semantic-Aligned Learning with Collaborative Refinement for Unsupervised VI-ReIDInternational Journal of Computer Vision (IJCV), 2025
De Cheng
Lingfeng He
N. Wang
Xiaoxu Feng
X. Gao
467
10
0
27 Apr 2025
ShapeSpeak: Body Shape-Aware Textual Alignment for Visible-Infrared Person Re-Identification
ShapeSpeak: Body Shape-Aware Textual Alignment for Visible-Infrared Person Re-Identification
Shuanglin Yan
Neng Dong
Shuang Li
Rui Yan
Hao Tang
Jing Qin
1.1K
0
0
25 Apr 2025
Reliable Multi-Modal Object Re-Identification via Modality-Aware Graph Reasoning
Reliable Multi-Modal Object Re-Identification via Modality-Aware Graph Reasoning
Xixi Wan
Aihua Zheng
Zi Wang
Bo Jiang
Jin Tang
Jixin Ma
479
2
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21 Apr 2025
Collaborative Enhancement Network for Low-quality Multi-spectral Vehicle Re-identification
Collaborative Enhancement Network for Low-quality Multi-spectral Vehicle Re-identification
Aihua Zheng
Yongqi Sun
Zi Wang
Chenglong Li
Jin Tang
392
1
0
21 Apr 2025
LLaVA-ReID: Selective Multi-image Questioner for Interactive Person Re-Identification
LLaVA-ReID: Selective Multi-image Questioner for Interactive Person Re-Identification
Yiding Lu
Mouxing Yang
Dezhong Peng
Peng Hu
Yijie Lin
Xi Peng
1.1K
5
0
14 Apr 2025
SD-ReID: View-aware Stable Diffusion for Aerial-Ground Person Re-Identification
SD-ReID: View-aware Stable Diffusion for Aerial-Ground Person Re-Identification
Xiang Hu
Silong Yong
Yuhao Wang
Bin Yan
Huchuan Lu
440
6
0
13 Apr 2025
LATex: Leveraging Attribute-based Text Knowledge for Aerial-Ground Person Re-Identification
LATex: Leveraging Attribute-based Text Knowledge for Aerial-Ground Person Re-Identification
Xiang Hu
Yuhao Wang
Silong Yong
Huchuan Lu
VLM
472
6
0
31 Mar 2025
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