This is a repository for organizing articles related to person re-identification. 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.
People who meet the following criteria are free to request a pull (pull request).
- Suggestions for new categories
- Changes to categories for some articles
- Corrections to the statistical tables
- Additions of a summary or performance
I will immediately reflect the matter if it should be corrected. I hope this github page helps many people with research purposes. Moreover, the latest CVPR2019 papers are summarized in my personal blog. Unfortunately, they are written in Korean.
- The below paper has been re-categorized and updated (github).
- "Joint Discriminative and Generative Learning for Person Re-identification"
- The CVPR papers have been categorized.
- Two papers have been included.
- "Attribute-Driven Feature Disentangling and Temporal Aggregation for Video Person Re-Identification"
- "Perceive Where to Focus: Learning Visibility-aware Part-level Features for Partial Person Re-identification"
- The online address of all CVPR2019 papers has been updated.
- The CVPR2019 papers will be categorized soon.
- The github page for "Query-guided End-to-End Person Search" has been updated.
- The github page for "Dissecting Person Re-identification from the Viewpoint of Viewpoint" has been updated.
- 1. Statistics
- 2. Survey
- 3. Unsupervised Person Re-ID (+ Transfer / Semi-supervised learning)
- 4. Supervised Person Re-ID
- 5. Person search
- 6. Others
- 7. Datasets
| Conference | Link | #Total | Unsupervised reID | Supervised reID | Person search | Others | Datasets |
|---|---|---|---|---|---|---|---|
| CVPR2019 | Click | 29 | 4 | 12 | 2 | 8 | 3 |
| ECCV2018 | Click | 19 | 4 | 8 | 4 | 3 | 0 |
| CVPR2018 | Click | 31 | 5 | 23 | 0 | 2 | 1 |
| ICCV2017 | Click | 16 | 7 | 6 | 1 | 2 | 0 |
| CVPR2017 | Click | 16 | 2 | 9 | 1 | 3 | 1 |
1) "Person Re-identification: Past, Present and Future", arXiv 2016 [paper]
2) "A survey of approaches and trends in person re-identification", Image and Vision Computing 2014 [paper]
3) "Appearance Descriptors for Person Re-identification: a Comprehensive Review", arXiv 2013 [paper]
1) "Weakly Supervised Person Re-Identification" [paper]
1) "Domain Adaptation through Synthesis for Unsupervised Person Re-identification" [paper]
- Performance
- Rank-1 (Market1501) : 65.7 (Single query)
2) "Unsupervised Person Re-identification by Deep Learning Tracklet Association" [paper]
- Performance
- Rank-1 (Market1501) : 63.7 (ResNet-50. Images resized to 256x128.)
- Summary
- Sparse space-time tracklet (SSTT) sampling
- Sparse temporal sampling
- Sparse spatial sampling
- Tracklet association unsupervised deep learning (TAUDL) in an end-to-end manner.
- Per-camera tracklet discrimination learning
- Cross-camera tracklet association learning
- Performance
- Rank-1 (Market1501) : 62.2(Single query, source domain : DukeMTMC) / 56.8(Single query, source domain : CUHK03)
4) "Robust Anchor Embedding for Unsupervised Video Person Re-Identification in the Wild" [paper]
1) "Unsupervised Cross-dataset Person Re-identification by Transfer Learning of Spatial-Temporal Patterns" [paper] [Github]
- Performance
- Rank-1 (Market1501) : 60.7(source domain : CUHK01) / 59.2(source domain : VIPeR) / 58.2(source domain : GRID)
2) "Transferable Joint Attribute-Identity Deep Learning for Unsupervised Person Re-Identification" [paper]
- Performance
- Rank-1 (Market1501) : 58.2(source domain : DukeMTMC)
3) "Image-Image Domain Adaptation with Preserved Self-Similarity and Domain-Dissimilarity for Person Re-identification" [paper] [Github]
- Rank-1 (Market1501) : 58.1
4) "Disentangled Person Image Generation" [paper]
- Performance
- Rank-1 (Market1501) : 35.5
1) "Cross-view Asymmetric Metric Learning for Unsupervised Person Re-identification" [paper] [Github]
- Performance
- Rank-1 (Market1501) : 54.5(Multiple query)
2) "Efficient Online Local Metric Adaptation via Negative Samples for Person Re-Identification" [paper]
- Performance
- Rank-1 (Market1501) : 51.5(Multiple query) / 40.9(Single query)
3) "SHaPE: A Novel Graph Theoretic Algorithm for Making Consensus-based Decisions in Person Re-identification Systems" [paper]
4) "Stepwise Metric Promotion for Unsupervised Video Person Re-identification" [paper]
5) "Group Re-Identification via Unsupervised Transfer of Sparse Features Encoding" [paper]
1) "One-Shot Metric Learning for Person Re-Identification" [paper]
2) "Unsupervised Adaptive Re-Identification in Open World Dynamic Camera Networks" [paper]
- Performance
- Rank-1 (Market1501) : 41.9 (Single query, source domain : CUHK03)
1) "Densely Semantically Aligned Person Re-Identification" [paper]
2) "Generalizable Person Re-identification by Domain-Invariant Mapping Network" [paper]
3) "Re-Identification with Consistent Attentive Siamese Networks" [paper]
4) "Distilled Person Re-identification: Towards a More Scalable System" [paper]
5) "Towards Rich Feature Discovery with Class Activation Maps Augmentation for Person Re-Identification" [paper]
6) "AANet: Attribute Attention Network for Person Re-Identification" [paper]
7) "Adaptive Transfer Network for Cross-Domain Person Re-Identification" [paper]
8) "Pyramidal Person Re-IDentification via Multi-Loss Dynamic Training" [paper]
9) "Interaction-and-Aggregation Network for Person Re-identification" [paper]
10) "Perceive Where to Focus: Learning Visibility-aware Part-level Features for Partial Person Re-identification" [paper]
11) "VRSTC: Occlusion-Free Video Person Re-Identification" [paper]
12) "Attribute-Driven Feature Disentangling and Temporal Aggregation for Video Person Re-Identification" [paper]
1) "Maximum Margin Metric Learning Over Discriminative Nullspace for Person Re-identification" [paper]
2) "Person Re-identification with Deep Similarity-Guided Graph Neural Network" [paper]
3) "Pose-Normalized Image Generation for Person Re-identification" [paper]
4) "Improving Deep Visual Representation for Person Re-identification by Global and Local Image-language Association" [paper]
5) "Hard-Aware Point-to-Set Deep Metric for Person Re-identification" [paper]
- Summary
- Two stream network (Appearance map extractor, Part map extractor-OpenPose)
- Aggregator : bilinear pooling (better than concat + Ave. pool + linear)
7) "Mancs: A Multi-task Attentional Network with Curriculum Sampling for Person Re-identification" [paper]
8) "Beyond Part Models: Person Retrieval with Refined Part Pooling (and A Strong Convolutional Baseline)" [paper]
1) "Diversity Regularized Spatiotemporal Attention for Video-based Person Re-identification" [paper]
2) "A Pose-Sensitive Embedding for Person Re-Identification with Expanded Cross Neighborhood Re-Ranking" [paper]
3) "Human Semantic Parsing for Person Re-identification" [paper]
4) "Video Person Re-identification with Competitive Snippet-similarity Aggregation and Co-attentive Snippet Embedding" [paper]
5) "Mask-guided Contrastive Attention Model for Person Re-Identification" [paper]
6) "Person Re-identification with Cascaded Pairwise Convolutions" [paper]
7) "Multi-Level Factorisation Net for Person Re-Identification" [paper]
8) "Attention-Aware Compositional Network for Person Re-identification" [paper]
9) "Deep Group-shuffling Random Walk for Person Re-identification" [paper]
10) "Harmonious Attention Network for Person Re-Identification" [paper]
11) "Efficient and Deep Person Re-Identification using Multi-Level Similarity" [paper]
12) "Pose Transferrable Person Re-Identification" [paper]
13) "Adversarially Occluded Samples for Person Re-identification" [paper]
14) "Camera Style Adaptation for Person Re-identification" [paper]
15) "Dual Attention Matching Network for Context-Aware Feature Sequence based Person Re-Identification" [paper]
16) "Easy Identification from Better Constraints: Multi-Shot Person Re-Identification from Reference Constraints" [paper]
17) "Eliminating Background-bias for Robust Person Re-identification" [paper]
18) "Features for Multi-Target Multi-Camera Tracking and Re-Identification" [paper]
19) "Multi-shot Pedestrian Re-identification via Sequential Decision Making" [paper]
20) "End-to-End Deep Kronecker-Product Matching for Person Re-identification" [paper]
21) "Deep Spatial Feature Reconstruction for Partial Person Re-identification: Alignment-free Approach" [paper]
22) "Resource Aware Person Re-identification across Multiple Resolutions" [paper]
23) "Group Consistent Similarity Learning via Deep CRF for Person Re-Identification" [paper]
1) "A Two Stream Siamese Convolutional Neural Network For Person Re-Identification" [paper]
2) "Learning View-Invariant Features for Person Identification in Temporally Synchronized Videos Taken by Wearable Cameras" [paper]
3) "Deeply-Learned Part-Aligned Representations for Person Re-Identification" [paper]
4) "Pose-driven Deep Convolutional Model for Person Re-identification" [paper]
5) "Jointly Attentive Spatial-Temporal Pooling Networks for Video-based Person Re-Identification" [paper]
6) "Multi-scale Deep Learning Architectures for Person Re-identification" [paper]
1) "Learning Deep Context-Aware Features Over Body and Latent Parts for Person Re-Identification" [paper]
2) "Beyond Triplet Loss: A Deep Quadruplet Network for Person Re-Identification" [paper]
3) "Spindle Net: Person Re-Identification With Human Body Region Guided Feature Decomposition and Fusion" [paper]
4) "Re-Ranking Person Re-Identification With k-Reciprocal Encoding" [paper]
5) "Scalable Person Re-Identification on Supervised Smoothed Manifold" [paper]
6) "Point to Set Similarity Based Deep Feature Learning for Person Re-Identification" [paper]
7) "Fast Person Re-Identification via Cross-Camera Semantic Binary Transformation" [paper]
8) "See the Forest for the Trees: Joint Spatial and Temporal Recurrent Neural Networks for Video-Based Person Re-Identification" [paper]
9) "Consistent-Aware Deep Learning for Person Re-Identification in a Camera Network" [paper]
1) "RCAA: Relational Context-Aware Agents for Person Search" [paper]
2) "Person Search in Videos with One Portrait Through Visual and Temporal Links" [paper]
3) "Person Search by Multi-Scale Matching" [paper]
4) "Person Search via A Mask-Guided Two-Stream CNN Model" [paper]
1) "Neural Person Search Machines" [paper]
1) "Person Search with Natural Language Description" [paper]
- Generative model
4) "Learning to Reduce Dual-level Discrepancy for Infrared-Visible Person Re-identification" [paper]
5) "Text Guided Person Image Synthesis" [paper]
6) "Re-Identification Supervised Texture Generation" [paper]
- etc
7) "Re-ranking via Metric Fusion for Object Retrieval and Person Re-identification" [paper]
8) "Part-regularized Near-Duplicate Vehicle Re-identification" [paper]
1) "Integrating Egocentric Videos in Top-view Surveillance Videos: Joint Identification and Temporal Alignment" [paper]
2) "Reinforced Temporal Attention and Split-Rate Transfer for Depth-Based Person Re-Identification" [paper]
3) "Adversarial Open-World Person Re-Identification" [paper]
1) "Viewpoint-aware Attentive Multi-view Inference for Vehicle Re-identification" [paper]
2) "Exploiting Transitivity for Learning Person Re-identification Models on a Budget" [paper]
1) "Orientation Invariant Feature Embedding and Spatial Temporal Regularization for Vehicle Re-identification" [paper]
2) "RGB-Infrared Cross-Modality Person Re-Identification" [paper]
1) "Joint Detection and Identification Feature Learning for Person Search" [paper]
2) "Multiple People Tracking by Lifted Multicut and Person Re-Identification" [paper]
3) "Pose-Aware Person Recognition" [paper]
1) "CityFlow: A City-Scale Benchmark for Multi-Target Multi-Camera Vehicle Tracking and Re-Identification" [paper]
2) "VERI-Wild: A Large Dataset and a New Method for Vehicle Re-Identification in the Wild" [paper]
1) "Person Transfer GAN to Bridge Domain Gap for Person Re-Identification" [paper]
- Rank-1 (Market1501) : 38.6(source domain : DukeMTMC)
1) "Person Re-Identification in the Wild" [paper]
🔆 [Collection]
These are papers that search for "gait" and "person re-identification" in google scholar.
1) "Person Re-identification by Video Ranking", ECCV2014 [paper]
2) "Person Re-identification using View-dependent Score-level Fusion of Gait and Color Features", ICPR 2012 [paper]
3) "Enhancing Person Re-identification by Integrating Gait Biometric", Neurocomputing 2015 [paper]
4) "A Hierarchical Method Combining Gait and Phase of Motion with Spatiotemporal Model for Person Re-identification", Pattern Recognition Letters 2012 [paper]
5) "Person Re-Identification by Discriminative Selection in Video Ranking", TPAMI 2016 [paper]
6) "A Spatio-temporal Appearance Representation for Video-based Pedestrian Re-identification", ICCV 2015 [paper]
7) "Gait-Assisted Person Re-identification in Wide Area Surveillance", ACCV 2014 [paper]
8) "Person Re-identification by Unsupervised Video Matching", Pattern Recognition 2017 [paper]
9) "Swiss-System Based Cascade Ranking for Gait-Based Person Re-identification", AAAI 2015 [paper]
10) "Person Re-identification using Height-based Gait in Colour Depth Camera", ICIP 2013 [paper]
11) "Review of person re-identification techniques", IET Computer vision 2013 [paper]
12) "Person Re-identification in Appearance Impaired Scenarios", arXiv 2016 [paper]
13) "Learning Compact Appearance Representation for Video-based Person Re-Identification", arXiv 2017 [paper]
14) "Recurrent Attention Models for Depth-Based Person Identification", CVPR 2016 [paper]
15) "Towards view-point invariant Person Re-identification via fusion of Anthropometric and Gait Features from Kinect measurements", VISAPP 2017 [paper]
16) "Person Re-identification in Frontal Gait Sequences via Histogram of Optic Flow Energy Image", ICACIVS 2016 [paper]
17) "Learning Bidirectional Temporal Cues for Video-based Person Re-Identification", TCSVT 2016 [paper]