近半年多的时间在做 Person Search 任务，在此做一个整理：

首先简要介绍下 Person Search（行人搜索任务）： Person Search 任务的输入是给定一张图像和一个检测框表明的 query 行人的图像，在 Gallery 中搜索所有的图像， 找到 query 行人的出现的位置。可以看成行人检测和行人重识别任务的结合，比较早的方法也就是将二者进行结合一起做的， 这类方法一般称为 Two-Step 方法（区别于检测的 One-Stage 和 Two-Stage），近年的方法通过，将两种模型的特征提取器进行共享的方式， 将二者结合起来做，可以达到类似的模型效果，并且可以提升整体的效率。

主要的论文和研究方向我做以下几种分类：

  1. 基于 CUHK-SYSU/PRW 两种数据集的强监督的 Person Search 文章：点刷的已经很高了，不推荐继续做了。
  2. Video-based person search：其实感觉脱离了 Person Search，更偏向追踪。
  3. Multi-modal 多模态搜索：不了解。
  4. 半监督/弱监督: 现在的任务是去掉 ReID 的 label，相当于有监督的 Detection 加上无监督的 ReID。

会议论文

会议文章主要收集的是顶会文章，没有区分具体的方向，主要是视觉三大会 + AAAI + ACM MM.

ICCV21

  1. ASMR: Learning Attribute-Based Person Search With Adaptive Semantic Margin Regularizer.
  2. Weakly Supervised Person Search with Region Siamese Networks.
  3. End-to-End Trainable Trident Person Search Network Using Adaptive Gradient Propagation.
  4. LapsCore: Language-Guided Person Search via Color Reasoning.

CVPR21

  1. Prototype-Guided Saliency Feature Learning for Person Search.
  2. Anchor-Free Person Search.

IJCAI21

  1. Person Search Challenges and Solutions: A Survey.
  2. Text-based Person Search via Multi-Granularity Embedding Learning.

AAAI21

  1. Sequential End-to-end Network for Efficient Person Search.
  2. Decoupled and Memory-Reinforced Networks: Towards Effective Feature Learning for One-Step Person Search.
  3. Diverse Knowledge Distillation for End-to-End Person Search.

ECCV20

  1. ViTAA: Visual-Textual Attributes Alignment in Person Search by Natural Language.
  2. Symbiotic Adversarial Learning for Attribute-Based Person Search.
  3. Online Multi-modal Person Search in Videos.

ACM MM20

  1. Textual Dependency Embedding for Person Search by Language.
  2. A Cross-modality and Progressive Person Search System.
  3. Dual Context-Aware Refinement Network for Person Search.
  4. Bottom-Up Foreground-Aware Feature Fusion for Person Search.
  5. Hierarchical Gumbel Attention Network for Text-based Person Search.

CVPR20

  1. Norm-Aware Embedding for Efficient Person Search.
  2. TCST: A Task-Consistent Two-stage Framework for Person Search.
  3. Instance Guided Proposal Network for Person Search.
  4. Bi-directional Interaction Network for Person Search.
  5. Robust Partial Matching for Person Search in the Wild.
  6. Cross-Modal Cross-Domain Moment Alignment Network for Person Search.

AAAI20

  1. End-to-End Thorough Body Perception for Person Search.
  2. Hierarchical Online Instance Matching for Person Search.
  3. Pose-Guided Multi-Granularity Attention Network for Text-Based Person Search.

ICCV19

  1. Re-ID Driven Localization Refinement for Person Search.
  2. Person Search by Text Attribute Query As Zero-Shot Learning.

ACM MM19

  1. Deep Adversarial Graph Attention Convolution Network for Text-Based Person Search.

CVPR19

  1. Query-guided End-to-End Person Search.
  2. Learning Context Graph for Person Search.

ECCV18

  1. Person Search by Multi-Scale Matching.
  2. Person Search in Videos with One Portrait Through Visual and Temporal Links.
  3. Person Search via A Mask-Guided Two-Stream CNN Model.
  4. RCAA: Relational Context-Aware Agents for Person Search.

CVPR17

  1. Joint Detection and Identification Feature Learning for Person Search.
  2. Person Re-identification in the Wild.

ICCV17

  1. Neural Person Search Machines.

ACM MM14

  1. Person Search in a Scene by Jointly Modeling People Commonness and Person Uniqueness

期刊文章

期刊中文章质量参差不齐，这里先按下不提，有时间再更新。