2 minute read

重识别资源汇总

1 综述

  1. survey:person re-identification：past，present and future
    一篇不错的综述 Paper

  2. Deep Learning for Person Re-identification: A Survey and Outlook
    2020-01-13 paper

2 理论

3 基于图像

  1. Person Re-identification in the Wild
    论文中他们采用了各种detector+各种recogniser的组合 Paper

  2. Spatio-temporal Person Retrieval via Natural Language Queries
    Paper

  3. Pose Invariant Embedding for Deep Person Re-identification
    Paper

  4. In Defense of the Triplet Loss for Person Re-Identification
    [2017.3.22 - 2017.11.21] Paper

  5. Improving Person Re-identification by Attribute and Identity Learning
    Paper

  6. Re-ranking Person Re-identification with k-reciprocal Encoding
    Paper

  7. SVDNet for Pedestrian Retrieval
    [2017.3.16 - 2017.8.6] Paper

  8. Person Search with Natural Language Description
    Paper

  9. Joint Detection and Identification Feature Learning for Person Search
    Paper

  10. Deep Transfer Learning for Person Re-identification
    Paper

  11. Video-based Person Re-identification with Accumulative Motion Context
    Paper

  12. Deep Person Re-Identification with Improved Embedding and Efficient Training
    Paper

  13. Beyond triplet loss: a deep quadruplet network for person re-identification
    Paper

  14. Learning Discriminative Features with Multiple Granularities for Person Re-Identification
    Paper

  15. AlignedReID: Surpassing Human-Level Performance in Person Re-Identification
    Paper

  16. Pedestrian Alignment Network for Large-scale Person Re-identification
    Paper

  17. Domain Adaptation through Synthesis for Unsupervised Person Re-identification
    2018-4-26 Paper

  18. Learning Deep Feature Representations with Domain Guided Dropout for Person Re-identification
    2016-4-26 Paper
    code-caffe https://github.com/Cysu/dgd_person_reid

  19. A Discriminatively Learned CNN Embedding for Person Re-identification
    2016-11-17 Paper
    code-caffe https://github.com/D-X-Y/caffe-reid

  20. A Discriminatively Learned CNN Embedding for Person Re-identification
    2016-11-17 https://arxiv.org/abs/1611.05666

  21. 【PCB】Beyond Part Models: Person Retrieval with Refined Part Pooling (and a Strong Convolutional Baseline)
    2017-11-26 Paper

  22. Camera Style Adaptation for Person Re-identification
    2017-11-28 Paper

  23. Harmonious Attention Network for Person Re-Identification
    2018-02-22 Paper
    https://mp.weixin.qq.com/s/iotqiyRrH4kwWmBvYi-tMQ 8,22,23效果差不多，Rank@1=88.24%, mAP=70.68% 2,21，Rank@1大体都在70~80

  24. View Confusion Feature Learning for Person Re-identification
    ICCV 2019 2019-10-09 paper
    视角融合；

  25. A Semi-Supervised Maximum Margin Metric Learning Approach for Small Scale Person Re-identification
    2019-10-09 paper

  26. Multiple Kernel Fisher Discriminant Metric Learning for Person Re-identification
    2019-10-09 paper
    设计了新的度量方式；

  27. Person re-identification based on Res2Net network
    2019-10-08 paper

  28. Learning Generalisable Omni-Scale Representations for Person Re-Identification
    2019-10-15 paper | pytorch-official

  29. Attention Network Robustification for Person ReID
    2019-10-15 paper
    精简网络结构；

4 基于视频

  1. Video-based Person Re-identification via 3D Convolutional Networks and Non-local Attention
    2018-07-12 Paper

5 多目标

  1. Online Multiple Pedestrian Tracking using Deep Temporal Appearance Matching Association
    CVPR 2019 · MOTChallenge 2019-07-01 paper

6 跨模态

6.1 红外

  1. HPILN: A feature learning framework for cross-modality person re-identification
    2019-06-07 paper

6.2 文本

6.3 视频

  1. Face Video Retrieval With Image Query via Hashing Across Euclidean Space and Riemannian Manifold
    CVPR 2015 2015 paper

  2. Face Video Retrieval via Deep Learning of Binary Hash Representations
    AAAI 2016 2016-02-12 paper

  3. Learning Heterogeneous Dictionary Pair with Feature Projection Matrix for Pedestrian Video Retrieval via Single Query Image
    AAAI 2017 2017-02-04 paper

  4. Image to Video Person Re-identification by Learning Heterogeneous Dictionary Pair with Feature Projection Matrix
    2018-01-19 paper

7 相关技术

7.1 人脸验证

7.2 步态识别

7.3 腕部重识别

  1. A Study on Wrist Identification for Forensic Investigation
    2019-10-08 paper
    针对司法场景的手腕识别；

8 数据生成

  1. Pose-Normalized Image Generation for Person Re-identification
    Code
    ECCV 2018

9 应用

9.1 人脸素描

  1. Scoot: A Perceptual Metric for Facial Sketches
    ICCV 2019 2019-08-21 paper
    sccot:用基于共生纹理的感知矩阵度量人脸相似度；比 SSIM 和 FSIM 效果好，更接近人眼效果；

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附录

A 参考资料

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