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Domain adaptation in person re-identification (re-ID) has always been a challenging task.
A density-based algorithm for discovering clusters in large spatial databases with noise
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One-shot learning of object categories
Li Fei-Fei, Rob Fergus, and Pietro Perona · 2006
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Viewpoint invariant pedestrian recognition with an ensemble of localized features
Douglas Gray and Hai Tao · 2008
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Imagenet: A large-scale hierarchical image database
Jia Deng, Wei Dong, Richard Socher, Li-Jia Li, Kai Li, and Li Fei-Fei · 2009
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Object detection with discriminatively trained part-based models
Pedro F Felzenszwalb, Ross B Girshick, David McAllester, and Deva Ramanan · 2010
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Symmetry-driven accumulation of local features for human characterization and re-identification
Loris Bazzani, Marco Cristani, and Vittorio Murino · 2013
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Semi-supervised multi-feature learning for person re-identification
Dario Figueira, Loris Bazzani, Ha Quang Minh, Marco Cristani, Alexandre Bernardino, and Vittorio Murino · 2013
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Adam: A method for stochastic optimization
Diederik P Kingma and Jimmy Ba · 2014
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Semi-supervised coupled dictionary learning for person re-identification
Xiao Liu, Mingli Song, Dacheng Tao, Xingchen Zhou, Chun Chen, and Jiajun Bu · 2014
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How transferable are features in deep neural networks?
Jason Yosinski, Jeff Clune, Yoshua Bengio, and Hod Lipson · 2014
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Unsupervised domain adaptation by backpropagation
Yaroslav Ganin and Victor Lempitsky · 2015
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Person re-identification by local maximal occurrence representation and metric learning
Shengcai Liao, Yang Hu, Xiangyu Zhu, and Stan Z Li · 2015
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Faster r-cnn: Towards real-time object detection with region proposal networks
Shaoqing Ren, Kaiming He, Ross Girshick, and Jian Sun · 2015
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Facenet: A unified embedding for face recognition and clustering
Florian Schroff, Dmitry Kalenichenko, and James Philbin · 2015
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Adapting deep visuomotor representations with weak pairwise constraints
Eric Tzeng, Coline Devin, Judy Hoffman, Chelsea Finn, Pieter Abbeel, Sergey Levine, Kate Saenko, and Trevor Darrell · 2015
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Scalable person re-identification: A benchmark
Liang Zheng, Liyue Shen, Lu Tian, Shengjin Wang, Jingdong Wang, and Qi Tian · 2015
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Best practices for fine-tuning visual classifiers to new domains
Brian Chu, Vashisht Madhavan, Oscar Beijbom, Judy Hoffman, and Trevor Darrell · 2016
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Domain-adversarial training of neural networks
Yaroslav Ganin, Evgeniya Ustinova, Hana Ajakan, Pascal Germain, Hugo Larochelle, François Laviolette, Mario Marchand, and Victor Lempitsky · 2016
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Deep residual learning for image recognition
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun · 2016
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Coupled generative adversarial networks
Ming-Yu Liu and Oncel Tuzel · 2016
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Unsupervised cross-dataset transfer learning for person re-identification
Peixi Peng, Tao Xiang, Yaowei Wang, Massimiliano Pontil, Shaogang Gong, Tiejun Huang, and Yonghong Tian · 2016
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Performance measures and a data set for multi-target, multi-camera tracking
Ergys Ristani, Francesco Solera, Roger Zou, Rita Cucchiara, and Carlo Tomasi · 2016
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Return of frustratingly easy domain adaptation
Baochen Sun, Jiashi Feng, and Kate Saenko · 2016
Random erasing data augmentation
Zhun Zhong, Liang Zheng, Guoliang Kang, Shaozi Li, and Yi Yang · 2017
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Domain adaptive faster r-cnn for object detection in the wild
Yuhua Chen, Wen Li, Christos Sakaridis, Dengxin Dai, and Luc Van Gool · 2018
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Road: Reality oriented adaptation for semantic segmentation of urban scenes
Yuhua Chen, Wen Li, and Luc Van Gool · 2018
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Image-image domain adaptation with preserved self-similarity and domain-dissimilarity for person reidentification
Weijian Deng, Liang Zheng, Guoliang Kang, Yi Yang, Qixiang Ye, and Jianbin Jiao · 2018
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Unsupervised person re-identification: Clustering and fine-tuning
Hehe Fan, Liang Zheng, Chenggang Yan, and Yi Yang · 2018
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Deep coral: Correlation alignment for deep domain adaptation
Baochen Sun and Kate Saenko · 2016
Cited alongside, same era.
One-shot metric learning for person re-identification
Slawomir Bak and Peter Carr · 2017
Cited alongside, same era.
Unsupervised pixel-level domain adaptation with generative adversarial networks
Konstantinos Bousmalis, Nathan Silberman, David Dohan, Dumitru Erhan, and Dilip Krishnan · 2017
Cited alongside, same era.
In defense of the triplet loss for person re-identification
Alexander Hermans, Lucas Beyer, and Bastian Leibe · 2017
Cited alongside, same era.
Image-to-image translation with conditional adversarial networks
Phillip Isola, Jun-Yan Zhu, Tinghui Zhou, and Alexei A Efros · 2017
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Unified deep supervised domain adaptation and generalization
Saeid Motiian, Marco Piccirilli, Donald A Adjeroh, and Gianfranco Doretto · 2017
Cited alongside, same era.
Adaptation and re-identification network: An unsupervised deep transfer learning approach to person re-identification
Yu-Jhe Li, Fu-En Yang, Yen-Cheng Liu, Yu-Ying Yeh, Xiaofei Du, and Yu-Chiang Frank Wang · 2018
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Unsupervised domain adaptive re-identification: Theory and practice
Liangchen Song, Cheng Wang, Lefei Zhang, Bo Du, Qian Zhang, Chang Huang, and Xinggang Wang · 2018
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Transferable joint attribute-identity deep learning for unsupervised person re-identification
Jingya Wang, Xiatian Zhu, Shaogang Gong, and Wei Li · 2018
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Person transfer gan to bridge domain gap for person re-identification
Longhui Wei, Shiliang Zhang, Wen Gao, and Qi Tian · 2018
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Exploit the unknown gradually: One-shot video-based person re-identification by stepwise learning
Yu Wu, Yutian Lin, Xuanyi Dong, Yan Yan, Wanli Ouyang, and Yi Yang · 2018
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Generalizing a person retrieval model hetero-and homogeneously
Zhun Zhong, Liang Zheng, Shaozi Li, and Yi Yang · 2018
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Camera style adaptation for person re-identification
Zhun Zhong, Liang Zheng, Zhedong Zheng, Shaozi Li, and Yi Yang · 2018
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Sta: Spatial-temporal attention for large-scale video-based person re-identification
Yang Fu, Xiaoyang Wang, Yunchao Wei, and Thomas Huang · 2019
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Horizontal pyramid matching for person re-identification
Yang Fu, Yunchao Wei, Yuqian Zhou, Honghui Shi, Gao Huang, Xinchao Wang, Zhiqiang Yao, and Thomas Huang · 2019
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Learning discriminative features with multiple granularities for person re-identification
Guanshuo Wang, Yufeng Yuan, Xiong Chen, Jiwei Li, and Xi Zhou · 2019
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Unsupervised person re-identification by soft multilabel learning
Hong-Xing Yu, Wei-Shi Zheng, Ancong Wu, Xiaowei Guo, Shaogang Gong, and Jian-Huang Lai · 2019
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Invariance matters: Exemplar memory for domain adaptive person re-identification
Zhun Zhong, Liang Zheng, Zhiming Luo, Shaozi Li, and Yi Yang · 2019
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