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Journal papers

• B. Zhou, A. Lapedriza, A. Khosla, A. Oliva, and A. Torralba. Places: A 10 million Image Database for Scene Recognition.IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), July 2017. [PDF][Places2 Dataset][Challenge Page][Places365 CNN models][Demo]
• B. Zhou, X. Tang, H.Zhang and X. Wang. "Measuring Crowd Collectiveness." IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), Jan 2014 (Regular, impact factor:4.795) [PDF][Project Page]
• B. Zhou, X. Tang and X. Wang. "Learning Collective Crowd Behaviors with Dynamic Pedestrian-Agents." International Journal of Computer Vision (IJCV), June 2014 [PDF][Project Page]
• L.Liu, B. Zhou, J. Zhao, B.D.Ryan. "C-IMAGE: City Cognitive Mapping through Geo-tagged Photos. GeoJournal, Springer, 2016.[PDF]

Conference papers

• Yikang Li, Wanli Ouyang, Bolei Zhou, Kun Wang, and Xiaogang Wang. Scene Graph Generation from Objects, Phrases and Region Captions. International Conference on Computer Vision (ICCV), 2017.[PDF]
• Hang Zhao, Xavier Puig, Bolei Zhou, Sanja Fidler, and Antonio Torralba.Open Vocabulary Scene Parsing. International Conference on Computer Vision (ICCV), 2017.
  (arXiv:1703.08769). [PDF][arXiv]
• Bolei Zhou, Hang Zhao, Xavier Puig, Sanja Fidler, Adela Barriuso and Antonio Torralba.Scene Parsing through ADE20K Dataset.Computer Vision and Pattern Recognition (CVPR), 2017. [PDF][Dataset][Benchmark Page][Challenge Page][Toolkit&Code][Demo]
• David Bau*, Bolei Zhou*, Aditya Khosla, Aude Oliva, and Antonio Torralba.Network Dissection: Quantifying Interpretability of Deep Visual Representations.Computer Vision and Pattern Recognition (CVPR), 2017. as oral. *-indicates equal contribution. [PDF][arXiv][webpage][code]
• Shuang Li, Tong Xiao, Hongsheng Li, Bolei Zhou, Dayu Yue, and Xiaogang Wang.Person Search with Natural Language Description.Computer Vision and Pattern Recognition (CVPR), 2017. [PDF][Dataset]
• J. Wong, V. Kee, T. Le, S.Wagner, G. Mariottini, A. Schneider, L. Hamilton, R. Chiaplkatty, M. Herbert, D. Johnson. J. Wu, B. Zhou, and A. Torralba.SepICP: Integrated Deep Semantic Segmentation and Pose Estimation.IEEE International Conference on Intelligent Robots and Systems (IROS'17) as Oral (arXiv:1703.01661) . [PDF]
• B. Zhou, H. Zhao, X. Puig, S. Fidler, A. Barriuso and A. Torralba. Semantic Understanding of Scenes through ADE20K Dataset.arXiv:1608.05442, 2016. [PDF][Dataset][Challenge Page][Toolkit&Code]
• B. Zhou, A. Khosla, A. Lapedriza, A. Oliva, and A. Torralba."Learning Deep Features for Discriminative Localization." Computer Vision and Pattern Recognition (CVPR), 2016 (arXiv:1512.04150)[PDF][Project Page]
• Z. Wang, B. Zhou, S. Jegelka."Optimization as Estimation with Gaussian Processes in Bandit Settings." Artificial Intelligence and Statistics (AISTATS) as oral (6% acceptance rate), 2016. (arXiv:1510.06423)[PDF][Project][Code]
• B. Zhou, A. Khosla, A. Lapedriza, A. Oliva, and A. Torralba "Object Detectors Emerge in Deep Scene CNNs." International Conference on Learning Representations (ICLR) as oral, 2015.(arXiv:1412.6856)
  [PDF][Project Page][More Visualization]
• B. Zhou, V. Jagadeesh, and R. Piramuthu. "ConceptLearner: Discovering Visual Concepts from Weakly Labeled Image Collections.Computer Vision and Pattern Recognition (CVPR), 2015 (arXiv:1411.5319) [PDF]
• B. Zhou, A. Lapedriza, J. Xiao, A. Torralba, and A. Oliva. "Learning Deep Features for Scene Recognition using Places Database.&Quot;Advances in Neural Information Processing Systems 27 (NIPS) as spotlight, 2014.[PDF][Project Page][Demo]
• B. Zhou, L. Liu, A. Oliva and A. Torralba. "Recognizing City Identity via Attribute Analysis of Geo-tagged Images." Proceedings of 13th European Conference on Computer Vision (ECCV) 2014 [PDF] [Project Page]
• B. Zhou, X. Tang and X. Wang. "Measuring Crowd Collectiveness." Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2013 (Oral, 3.3% acceptance rate) [PDF][Project Page]
• B. Zhou, X. Tang and X. Wang. "Measurability of Crowd Collectiveness in Dynamic Scenes." Scene Understanding Workshop with IEEE Conference on Computer Vision and Pattern Recognition 2013 [PDF]
• B. Zhou, X. Tang and X. Wang. "Coherent Filtering: Detecting Coherent Motions from Crowd Clutters." Proceedings of 12th European Conference on Computer Vision (ECCV) 2012 (25% acceptance rate) [PDF] [Project Page]
• B. Zhou, X. Wang and X. Tang. "Understanding Collective Crowd Behaviors:Learning a Mixture Model of Dynamic Pedestrian-Agents." in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2012 (Oral, 2.5% acceptance rate) [PDF] [Project Page]
• B. Zhou, X. Wang and X. Tang. "Random Field Topic Model for Semantic Region Analysis in Crowded Scenes from Tracklets." in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2011 (22.5% acceptance rate) [PDF][Project Page]
• B. Zhou, X. Hou and L. Zhang. "A phase discrepancy analysis of object motion. " in Proceedings of the 10th Asian Conference on Computer Vision (ACCV) (29.1% acceptance rate), 2010. [PDF][Demo Codes][Poster][Dataset]
• B. Zhou and L.Zhang. "Scene Gist: a holistic generative model of natural image". in Proceedings of the 9th Asian Conference on Computer Vision (ACCV) (26.1% acceptance rate), 2009. [PDF]
• B. Zhou and L. Zhang. "A hierarchical model for visual perception." in Proceedings of the 2rd International Conference on Cognitive Neurodynamics (ICCN), 2009. [PDF]
• M. Zhu and B. Zhou. "Modeling Manifold Ways of Scene Perception". in Proceedings of the 18th International Conference On Neural Information Processing (ICONIP), 2011. [PDF]

Theses

	Bolei Zhou , "Modeling Collective Crowd Behaviors in Video", thesis submitted for the degree of Master of Philosophy in Information Engineering at The Chinese University of Hong Kong (Outstanding Thesis Award 2012 in CUHK). [PDF]
	Bolei Zhou, "Motion Perception Model and Its Application", thesis submitted for the degree of Bachelor of Engineering in Biomedical Engineering at Shanghai Jiao Tong University. [PDF]