ReID and multi-task

[changtimwu]

ReID survey

• Awesome ReID https://github.com/bismex/Awesome-person-re-identification
• Deep Learning for Person Re-identification: A Survey and Outlook

  PA survey

• Excellent PA paper & code survey

Multi-task related

google scholar search list some significant cited

• Improving Person Re-identification by Attribute and Identity Learning -- 361
  • Adaptively Weighted Multi-task Deep Network for Person Attribute Classification -- derivative works
  • Improving person re-identification by multi-task learning -- bigger claim but no public link
• Person Re-Identification Over Camera Networks Using Multi-Task Distance Metric Learning -- 223
• Person Re-Identification by Deep Joint Learning of Multi-Loss Classification -- 297
• A Multi-task Deep Network for Person Re-identification -- 153
• Multi-Task Learning with Low Rank Attribute Embedding for Person Re-identification -- 159
• Multi-task Mid-level Feature Alignment Network for Unsupervised Cross-Dataset Person Re-Identification -- 53
• Person Re-Identification using Deep Convnets with Multi-task Learning -- 41

[changtimwu]

part related

• Deeply-Learned Part-Aligned Representations for Person Re-Identification -- 418
• Multi-task Learning with Coarse Priors for Robust Part-aware Person Re-identification -- 2020 new paper

[changtimwu]

good implementation paper FastReID: A Pytorch Toolbox for General Instance Re-identification

[changtimwu]

• a multi-task network which learns a re-ID embedding and at the same time predicts pedestrian attributes.
• our work systematically investigates how person re-ID and attribute recognition benefit each other by a jointly learned network
• In fact, many attributes usually co-occur for a person, and the correlations of attributes may be helpful to re-weight the prediction of each attribute. For example, the attributes “skirt and “handbag" are highly related to “female rather than male".

[changtimwu]

• In the real world, many things are correlated. The learning of one task may relies on or constrain the others. example