See the selected publication list here.

Peer Reviewed Conference Papers

  1. Lingxi Xie and Alan Yuille, "Genetic CNN", in IEEE International Conference on Computer Vision (ICCV, Acceptance Rate ~ 29%), Venice, Italy, 2017. [PDF] [BibTeX]
  2. Yan Wang, Lingxi Xie, Chenxi Liu, Siyuan Qiao, Ya Zhang, Wenjun Zhang and Alan Yuille, "SORT: Second-Order Response Transform for Visual Recognition", in IEEE International Conference on Computer Vision (ICCV, Acceptance Rate ~ 29%), Venice, Italy, 2017. [PDF] [BibTeX]
  3. Cihang Xie*, Jianyu Wang*, Zhishuai Zhang*, Yuyin Zhou, Lingxi Xie and Alan Yuille, "Adversarial Examples for Semantic Segmentation and Object Detection", in IEEE International Conference on Computer Vision (ICCV, Acceptance Rate ~ 29%), Venice, Italy, 2017. [PDF] [Supp. Material] [Project] [BibTeX]
  4. Yuyin Zhou, Lingxi Xie, Elliot Fishman and Alan Yuille, "Deep Supervision for Pancreatic Cyst Segmentation in Abdominal CT Scans", in International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI, Acceptance Rate ~ 32%), Quebec City, Quebec, Canada, 2017. [PDF] [Poster] [Slides] [Project] [BibTeX]
  5. Yuyin Zhou, Lingxi Xie, Wei Shen, Yan Wang, Elliot Fishman and Alan Yuille, "A Fixed-Point Model for Pancreas Segmentation in Abdominal CT Scans", in International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI, Acceptance Rate ~ 32%), Quebec City, Quebec, Canada, 2017. [PDF] [Poster] [Slides] [Project] [BibTeX]
  6. Jianyu Wang*, Cihang Xie*, Zhishuai Zhang*, Jun Zhu, Lingxi Xie and Alan Yuille, "Detecting Semantic Parts on Partially Occluded Objects", in British Machine Vision Conference (BMVC, Acceptance Rate ~ 30%), London, UK, 2017. [PDF] [Poster] [BibTeX]
  7. Zhuotun Zhu, Lingxi Xie and Alan Yuille, "Object Recognition with and without Objects", in International Joint Conference on Artificial Intelligence (IJCAI, Acceptance Rate ~ 26%), Melbourne, Australia, 2017. [PDF] [Poster] [Slides] [BibTeX]
  8. Lingxi Xie, Qi Tian, John Flynn, Jingdong Wang and Alan Yuille, "Geometric Neural Phrase Pooling: Modeling the Spatial Co-occurrence of Neurons", in European Conference on Computer Vision (ECCV, Acceptance Rate ~ 30%), pages 645--661, Amsterdam, The Netherlands, 2016. [PDF] [Poster] [Project] [BibTeX]
  9. Lingxi Xie*, Liang Zheng*, Jingdong Wang, Alan Yuille and Qi Tian, "InterActive: Inter-Layer Activeness Propagation", in IEEE International Conference on Computer Vision and Pattern Recognition (CVPR, Acceptance Rate ~ 30%), pages 270--279, Las Vegas, Nevada, USA, 2016. [PDF] [Poster] [Slides] [Project] [BibTeX]
  10. Lingxi Xie, Jingdong Wang, Zhen Wei, Meng Wang and Qi Tian, "DisturbLabel: Regularizing CNN on the Loss Layer", in IEEE International Conference on Computer Vision and Pattern Recognition (CVPR, Acceptance Rate ~ 30%), pages 4753--4762, Las Vegas, Nevada, USA, 2016. [PDF] [Poster] [Slides] [Project] [BibTeX]
  11. Zhansheng Jiang, Lingxi Xie, Xiaotie Deng and Jingdong Wang, "Fast Nearest Neighbor Search in the Hamming Space", in International Conference on Multimedia Modeling (MMM, Oral Presentation, Acceptance Rate ~ 15%), pages 325--336, Miami, Florida, USA, 2016. [PDF] [Slides] [BibTeX]
  12. Lingxi Xie, Jingdong Wang, Weiyao Lin, Bo Zhang and Qi Tian, "RIDE: Reversal Invariant Descriptor Enhancement", in IEEE International Conference on Computer Vision (ICCV, Acceptance Rate ~ 30%), pages 100--108, Santiago, Chile, 2015. [PDF] [Supp. Material] [Poster] [Slides] [Project] [BibTeX]
  13. Lingyun Li, Yanqing Guo, Lingxi Xie, Xiangwei Kong and Qi Tian, "Fine-Grained Visual Categorization with Fine-Tuned Segmentation", in IEEE International Conference on Image Processing (ICIP, Oral Presentation, Acceptance Rate ~ 15%), pages 2025--2029, Quebec City, Canada, 2015. [PDF] [Slides] [BibTeX]
  14. Lingxi Xie, Qi Tian, Richang Hong and Bo Zhang, "Image Classification and Retrieval are ONE", in ACM International Conference on Multimedia Retrieval (ICMR, Full Paper, Oral Presentation), Best Paper Award, pages 3--10, Shanghai, China, 2015. [PDF] [Poster] [Slides] [BibTeX]
  15. Lingxi Xie, Qi Tian and Bo Zhang, "Image Classification with Max-SIFT Descriptors", in IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP, Acceptance Rate ~ 40%), Brisbane, Australia, 2015. [PDF] [Poster] [Project] [BibTeX]
  16. Lingxi Xie, Qi Tian and Bo Zhang, "Generalized Regular Spatial Pooling for Image Classification", in IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP, Acceptance Rate ~ 40%), Brisbane, Australia, 2015. [PDF] [Poster] [BibTeX]
  17. Lingxi Xie, Qi Tian and Bo Zhang, "Max-SIFT: Flipping Invariant Descriptors for Web Logo Search", in IEEE International Conference on Image Processing (ICIP, Acceptance Rate ~ 40%), pages 5716--5720, Paris, France, 2014. [PDF] [Poster] [BibTeX]
  18. Lingxi Xie, Jingdong Wang, Baining Guo, Bo Zhang and Qi Tian, "Orientational Pyramid Matching for Recognizing Indoor Scenes", in IEEE International Conference on Computer Vision and Pattern Recognition (CVPR, Acceptance Rate ~ 30%), pages 3734--3741, Columbus, Ohio, USA, 2014. [PDF] [Poster] [Slides] [Project] [BibTeX]
  19. Lingxi Xie, Qi Tian, Richang Hong, Shuicheng Yan and Bo Zhang, "Hierarchical Part Matching for Fine-Grained Visual Categorization", in IEEE International Conference on Computer Vision (ICCV, Acceptance Rate ~ 30%), pages 1641--1648, Sydney, Australia, 2013. [PDF] [Poster] [Spotlight Slide] [Slides] [Project] [BibTeX]
  20. Lingxi Xie, Qi Tian and Bo Zhang, "Feature Normalization for Part-Based Image Classification", in IEEE International Conference on Image Processing (ICIP, Oral Presentation, Acceptance Rate ~ 15%), pages 2607--2611, Melbourne, Australia, 2013. [PDF] [Slides] [Project] [BibTeX]
  21. Lingxi Xie, Qi Tian and Bo Zhang, "Spatial Pooling of Heterogeneous Features for Image Applications", in ACM International Conference on Multimedia (ACM-MM, Full Paper, Oral Presentation, Acceptance Rate ~ 20%), pages 539--548, Nara, Japan, 2012. [PDF] [Poster] [Slides] [Project] [BibTeX]

Peer Reviewed Journal Papers

  1. Lingxi Xie, Jingdong Wang, Weiyao Lin, Bo Zhang and Qi Tian, "Towards Reversal-Invariant Image Representation", to appear, in International Journal on Computer Vision (IJCV), 2017. [PDF]
  2. Lingxi Xie, Jingdong Wang, Bo Zhang and Qi Tian, "Incorporating Visual Adjectives for Image Classification", in Neurocomputing, DOI: 10.1016/J.NEUCOM.2015.12.008, volume 182, pages 48-55, 2016. [PDF] [BibTeX]
  3. Lingxi Xie, Qi Tian and Bo Zhang, "Simple Techniques Make Sense: Feature Pooling and Normalization for Image Classification", in IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), DOI: 10.1109/TCSVT.2016.2461978, volume 26, number 7, pages 1251-1264, 2016. [PDF] [BibTeX]
  4. Lingxi Xie, Qi Tian, Wengang Zhou and Bo Zhang, "Heterogeneous Graph Propagation for Large-Scale Web Image Search", in IEEE Transactions on Image Processing (TIP), DOI: 10.1109/TIP.2015.2432673, volume 24, number 11, pages 4287-4298, 2015. [PDF] [BibTeX]
  5. Lingxi Xie, Jingdong Wang, Bo Zhang and Qi Tian, "Fine-Grained Image Search", to appear, in IEEE Transactions on Multimedia (TMM), DOI: 10.1109/TMM.2015.2408566, volume 17, number 5, pages 636--647, 2015. [PDF] [BibTeX]
  6. Lingxi Xie, Qi Tian, Wengang Zhou and Bo Zhang, "Fast and Accurate Large-Scale Web Image Search with Affinity Propagation on the ImageWeb", in Computer Vision and Image Understanding (CVIU) Special Issue on Large Scale Multimedia Semantic Indexing (LSMSI), DOI: 10.1016/J.CVIU.2013.12.011, volume 124, pages 31--41, 2014. [PDF] [Project] [BibTeX]
  7. Lingxi Xie, Qi Tian and Bo Zhang, "Spatial Pooling of Heterogeneous Features for Image Classification", in IEEE Transaction on Image Processing (TIP), DOI: 10.1109/TIP.2014.2310117, volume 23, number 5, pages 1994--2008, 2014. [PDF] [Project Page] [BibTeX]

Ph.D. Thesis

  • Lingxi Xie, "Image Representation Models based on Local Features: Theory and Practise", Ph.D. thesis (in Chinese), Tsinghua University (Outstanding Ph.D. Thesis), June, 2015. [PDF] [BibTeX]

Workshop Papers

  1. Lingxi Xie, Jingdong Wang, Bo Zhang and Qi Tian, "Combining Orientational Pooling Features for Scene Recognition", Scene UNderstanding (SUN) workshop, conjuncted with CVPR, Columbus, Ohio, USA, 2014. [PDF] [BibTeX]

Technical Reports

  1. Lingxi Xie, Qi Tian and Bo Zhang, "Generalized Regular Spatial Pooling for Image Classification", Techinical Report, Tsinghua University, 2014 (published later in ICASSP 2015). [PDF] [BibTeX]
  2. Lingxi Xie, Qi Tian, Wengang Zhou and Bo Zhang, "The CarLogo-51 Dataset", Techinical Report, Tsinghua University, 2014. [PDF] [Project] [BibTeX]
  3. Lingxi Xie, Qi Tian, Shuicheng Yan and Bo Zhang, "Hierarchical Part Matching for Fine-Grained Visual Categorization", Techinical Report, Tsinghua University, 2013 (published later in ICCV 2013). [PDF]

Rejected Publications

Please see this page.