行人重识别现状与发展趋势研究
摘要
行人重识别是人脸识别的一个重要补充,可以极大提高人工智能的认知水平,大量的科研人员都正致力于对行人重识别技术进行深入研究。首先对行人重识别的定义、优势及挑战进行简单介绍,然后再深入说明和分析行人重识别的现状,最后对行人重识别未来的发展趋势作出预测。
引文
1 Guanshuo Wang,Yufeng Yuan,Xiong Chen,Jiwei Li,and Xi Zhou.Learning Discriminative Features with Multiple Granularities for Person Re-Identification.arXiv:1804.01438,2018.
2 Yifan Sun,Liang Zheng,Weijian Deng,and Shengjin Wang.Svdnet for Pedestrian Retrieval.In ICCV,2017.
3 Zhedong Zheng,Liang Zheng,and Yi Yang.Pedestrian alignment network for large-scale person re-identification.arXiv:1707.00408,2017.
4 Alexander Hermans,Lucas Beyer,and Bastian Leibe.In defense of the triplet loss for person re-identification.arXiv:1703.07737,2017.
5 Jing Xu,Rui Zhao,Feng Zhu,Huaming Wang,and Wanli Ouyang.Attention-Aware Compositional Network for Person Re-Identification.In CVPR,2018.
6 Houjing Huang,Dangwei Li,Zhang Zhang,Xiaotang Chen,and Kaiqi Huang.Adversarially Occluded Samples for Person Re-Identification.In CVPR,2018.
7 Xiaobin Chang,Timothy M.Hospedales,and Tao Xiang.Multi-Level Factorisation Net for Person Re-Identification.In CVPR,2018.
8 M.Saquib Sarfraz,Arne Schumann,Andreas Eberle,and Rainer Stiefelhagen.A Pose-Sensitive Embedding for Person Re-Identification With Expanded Cross Neighborhood Re-Ranking.In CVPR,2018.
9 Wei Li,Xiatian Zhu,and Shaogang Gong.Harmonious Attention Network for Person Re-Identification.In CVPR,2018.
10 Jianlou Si,Honggang Zhang,Chun-Guang Li,Jason Kuen,Xiangfei Kong,Alex C.Kot,and Gang Wang.Dual Attention Matching Network for Context-Aware Feature Sequence Based Person Re-Identification.In CVPR,2018.
11 Yantao Shen,Hongsheng Li,Tong Xiao,Shuai Yi,Dapeng Chen,and Xiaogang Wang.Deep Group-Shuffling Random Walk for Person Re-Identification.In CVPR,2018.
12 Dapeng Chen,Dan Xu,Hongsheng Li,Nicu Sebe,and Xiaogang Wang.Group Consistent Similarity Learning via Deep CRF for Person Re-Identification.In CVPR,2018.
13 Yifan Sun,Liang Zheng,Yi Yang,Qi Tian,and Shengjin Wang.Beyond Part Models:Person Retrieval with Refined Part Pooling.In ECCV,2018.
14 Zhun Zhong,Liang Zheng,Zhedong Zheng,Shaozi Li,and Yi Yang.Camera Style Adaptation for Person Reidentification.In CVPR,2018.
15 Weijian Deng,Liang Zheng,Guoliang Kang,Yi Yang,Qixiang Ye,and Jianbin Jiao.Image-Image Domain Adaptation with Preserved Self-Similarity and DomainDissimilarity for Person Re-identification.In CVPR,2018.
16 Longhui Wei,Shiliang Zhang,Wen Gao,and Qi Tian.Person Transfer GAN to Bridge Domain Gap for Person ReIdentification.In CVPR,2018.
2 Yifan Sun,Liang Zheng,Weijian Deng,and Shengjin Wang.Svdnet for Pedestrian Retrieval.In ICCV,2017.
3 Zhedong Zheng,Liang Zheng,and Yi Yang.Pedestrian alignment network for large-scale person re-identification.arXiv:1707.00408,2017.
4 Alexander Hermans,Lucas Beyer,and Bastian Leibe.In defense of the triplet loss for person re-identification.arXiv:1703.07737,2017.
5 Jing Xu,Rui Zhao,Feng Zhu,Huaming Wang,and Wanli Ouyang.Attention-Aware Compositional Network for Person Re-Identification.In CVPR,2018.
6 Houjing Huang,Dangwei Li,Zhang Zhang,Xiaotang Chen,and Kaiqi Huang.Adversarially Occluded Samples for Person Re-Identification.In CVPR,2018.
7 Xiaobin Chang,Timothy M.Hospedales,and Tao Xiang.Multi-Level Factorisation Net for Person Re-Identification.In CVPR,2018.
8 M.Saquib Sarfraz,Arne Schumann,Andreas Eberle,and Rainer Stiefelhagen.A Pose-Sensitive Embedding for Person Re-Identification With Expanded Cross Neighborhood Re-Ranking.In CVPR,2018.
9 Wei Li,Xiatian Zhu,and Shaogang Gong.Harmonious Attention Network for Person Re-Identification.In CVPR,2018.
10 Jianlou Si,Honggang Zhang,Chun-Guang Li,Jason Kuen,Xiangfei Kong,Alex C.Kot,and Gang Wang.Dual Attention Matching Network for Context-Aware Feature Sequence Based Person Re-Identification.In CVPR,2018.
11 Yantao Shen,Hongsheng Li,Tong Xiao,Shuai Yi,Dapeng Chen,and Xiaogang Wang.Deep Group-Shuffling Random Walk for Person Re-Identification.In CVPR,2018.
12 Dapeng Chen,Dan Xu,Hongsheng Li,Nicu Sebe,and Xiaogang Wang.Group Consistent Similarity Learning via Deep CRF for Person Re-Identification.In CVPR,2018.
13 Yifan Sun,Liang Zheng,Yi Yang,Qi Tian,and Shengjin Wang.Beyond Part Models:Person Retrieval with Refined Part Pooling.In ECCV,2018.
14 Zhun Zhong,Liang Zheng,Zhedong Zheng,Shaozi Li,and Yi Yang.Camera Style Adaptation for Person Reidentification.In CVPR,2018.
15 Weijian Deng,Liang Zheng,Guoliang Kang,Yi Yang,Qixiang Ye,and Jianbin Jiao.Image-Image Domain Adaptation with Preserved Self-Similarity and DomainDissimilarity for Person Re-identification.In CVPR,2018.
16 Longhui Wei,Shiliang Zhang,Wen Gao,and Qi Tian.Person Transfer GAN to Bridge Domain Gap for Person ReIdentification.In CVPR,2018.