Lu Shijian

Associate Professor (tenured)

School of Computer Science and Engineering

Nanyang Technological University, Singapore, 628798

 

Email: Shijian.Lu@ntu.edu.sg

Phone: (65) 6790 4928

Office: N4-02C-108

 

 

 

 

 

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Research

Publications

Teaching

Patents

Vacancies

 

 

Selected Publications: (the full publication list at Google Scholar or Researchgate)

 

Conference Papers:

 

o      Jiaxing Huang, Dayan Guan, Aoran Xiao, Shijian Lu, Cross-view regularization for domain adaptive panoptic segmentation, CVPR, 2021.

o      Jiaxing Huang, Dayan Guan, Aoran Xiao, Shijian Lu, FSDR: Frequency Space Domain Randomization for Domain Generalization, CVPR, 2021.

o      Fangneng Zhan, Yingchen Yu, Kaiwen Cui, Gongjie Zhang, Shijian Lu, Jianxiong Pan, Changgong Zhang, Feiying Ma, Xuansong Xie, Chunyan Miao, Unbalanced Feature Transport for Exemplar-based Image Translation, CVPR, 2021.

o      Fangneng Zhan, Changgong Zhang, Yingchen Yu, Yuan Chang, Shijian Lu, Feiying Ma, Xuansong Xie, EMLight: Lighting Estimation via Spherical Distribution Approximation, AAAI, 2021.

o      Mengxi Jia, Yunpeng, Zhai, Shijian Lu, et al, Matching on Sets: Conquer Occluded Person Re-identification Without Alignment, AAAI, 2021.

o      Xiaobing Zhang, Shijian Lu, Haigang Gong, Zhipeng Luo, Ming Liu, AMLN: adversarial-based mutual learning network for online knowledge distillation, ECCV, 2020.

o      Siyuan Yang, Jun Liu, Shijian Lu, Meng Hwa Er, Alex C Kot, Collaborative learning of gesture recognition and 3D hand pose estimation with multi-order feature analysis, ECCV, 2020.

o      Rongliang Wu, Shijian Lu, LEED: Label-Free Expression Editing via Disentanglement, ECCV, 2020.

o      Jiaxing Huang, Shijian Lu, Dayan Guan, Xiaobing Zhang, Contextual-relation consistent domain adaptation for semantic segmentation, ECCV, 2020.

o      Yunpeng Zhai, Qixiang Ye, Shijian Lu, Mengxi Jia, Rongrong Ji, Yonghong Tian, Multiple expert brainstorming for domain adaptive person re-identification, ECCV, 2020.

o      Mengxi Jia, Yunpeng Zhai, Shijian Lu, Siwei Ma, Jian Zhang, A Similarity Inference Metric for RGB-Infrared Cross-Modality Person Re-identification, IJCAI, 2020.

o      Rongliang Wu, Gongjie Zhang, Shijian Lu, Tao Chen, Cascade EF-GAN: Progressive Facial Expression Editing with Local Focuses, CVPR, 2020.

o      Yunpeng Zhai, Shijian Lu, Qixiang Ye, Jie Chen, Yonghong Tian, AD-Cluster: Augmented Discriminative Clustering for Domain Adaptive Person Re-identification, CVPR, 2020.

o      Kai Wang, Xiaojiang Peng, Jianfei Yang, Shijian Lu, Yu Qiao, Suppressing Uncertainties for Large-Scale Facial Expression Recognition, CVPR, 2020.

o      Fangneng Zhan, Chuhui Xue, Shijian Lu, GA-DAN: Geometry-Aware Domain Adaptation Network for Scene Text Detection and Recognition, International Conference on Computer Vision (ICCV), 2019.

o      Xue Chuhui, Shijian Lu, Weizhang, MSR: Multi-Scale Shape Regression for Scene Text Detection, International Joint Conference on Artificial Intelligence (IJCAI), 2019.

o      Yuechen Wu , Zhenhuan Rao , Wei Zhang , Shijian Lu , Weizhi Lu and Zheng-Jun Zha, Exploring the Task Cooperation in Multi-goal Visual Navigation, International Joint Conference on Artificial Intelligence (IJCAI), 2019.

o      Fangneng Zhan, Hongyuan Zhu, Shijian Lu, Spatial Fusion GAN for Image Synthesis, IEEE International Conference on Computer Vison and Pattern Recognition (CVPR), 2019.

o      Zhengguang Liu, Shuang Wu, Shuyuan Jin, Qi Liu, Shijian Lu, Roger Zimmermann, Li Cheng, Towards Natural and Accurate Future Motion Prediction of Humans and Animals, IEEE International Conference on Computer Vison and Pattern Recognition (CVPR), 2019.

o      Fangneng Zhan, Shijian Lu, ESIR: End-to-end Scene Text Recognition via Iterative Image Rectification, IEEE International Conference on Computer Vison and Pattern Recognition (CVPR), 2019.

o      Chuhui Xue, Shijian Lu, Fangneng Zhan, Accurate Scene Text Detection through Border Semantics Awareness and Bootstrapping, European Conference on Computer Vision (ECCV), 2018 .

o      Fangneng Zhan, Shijian Lu, Chuhui Xue, Verisimilar Image Synthesis for Accurate Detection and Recognition of Texts in Scenes, European Conference on Computer Vision (ECCV), 2018 .

o      Hongyuan Zhu, Romain Vial, Shijian Lu, Tornado: A spatio-temporal convolutional regression network for video action proposal, International Conference on Computer Vision (ICCV), 2017.

o      Shangxuan Tian, Shijian Lu, Chongshou Li, WeText: Scene Text Detection under Weak Supervision, International Conference on Computer Vision (ICCV), 2017.

o      Baoguang Shi, Cong Yao, Minghui Liao, Mingkun Yang, Pei Xu, Linyan Cui, Serge Belongie, Shijian Lu, Xiang Bai, ICDAR2017 Competition on Reading Chinese Text in the Wild (RCTW-17), International Conference on Document Analysis and Recognition (ICDAR), 2017.

o      Artsiom Ablavatski, Shijian Lu, Jianfei Cai, Enriched deep recurrent visual attention model for multiple object recognition, IEEE Winter Conference on Applications of Computer Vision (WACV), 2017.

o      Dinh Nguyen, Shijian Lu, Nizar Ouarti, Mounir Mokhtari, Text-Edge-Box: An Object Proposal Approach for Scene Texts Localization, IEEE Winter Conference on Applications of Computer Vision (WACV), 2017.

o      Hongyuan Zhu, Jean-Baptiste Weibel, Shijian Lu, Discriminative Multi-Modal Feature Fusion for RGBD Indoor Scene Recognition, International Conference on Computer Vison and Pattern Recognition (CVPR), pp. 2969-2976, 2016.

o      Shangxuan Tian, Yifeng Pan, Chang Huang, Shijian Lu, Kai Yu, Chew Lim Tan, Text Flow: A Unified Text Detection System in Natural Scene Images, International Conference on Computer Vision (ICCV), pp. 4651-4659, 2015.

o      Dimosthenis Karatzas, Lluis Gomez-Bigorda, Anguelos Nicolaou, Suman Ghosh, Andrew Bagdanov, Masakazu Iwamura, Jiri Matas, Lukas Neumann, Vijay Ramaseshan Chandrasekhar, Shijian Lu, Faisal Shafait, Seiichi Uchida, Ernest Valveny, ICDAR 2015 Competition on Robust Reading, International Conference on Document Analysis and Recognition, 2015.

o      Ali Taalimi, Shahab Ensafi+, Hairong Qi, Shijian Lu, Ashraf A Kassim, Chew Lim Tan, Multimodal Dictionary Learning and Joint Sparse Representation for HEp-2 Cell Classification, International Conference On Medical Image Computing & Computer Assisted Intervention (MICCAI), pp. 308-315, 2015.

o      Bolan Su, Shijian Lu, Accurate scene text recognition based on recurrent neural network, Asian Conference on Computer Vision (ACCV), pp. 35-48, 2014.

o      Shijian Lu, Joo Hwee Lim, Saliency modeling from image histograms, European Conference on Computer Vision (ECCV), pp. 321-332, 2012.

o      Bolan Su, Shijian Lu, Chew Lim Tan, Blurred image region detection and classification, ACM Multimedia, 2011

 

 

 

Journal Papers:

 

o      Aoran Xiao, Xiaofei Yang, Shijian Lu, Dayan Guan, Jiaxing Huang, FPS-Net: A Convolutional Fusion Network for Large-Scale LiDAR Point Cloud Segmentation, ISPRS Journal of Photogrammetry and Remote Sensing, vol. 176, 2021.

o      Chong Zhang, Zongxian Li, Jingjing Liu, Peixi Peng, Qixiang Ye, Shijian Lu, Tiejun Huang, Yonghong Tian, Self-Guided Adaptation: Progressive Representation Alignment for Domain Adaptive Object Detection, IEEE Transactions on Multimedia, 2021.

o      Zhenhuan Rao, Yuechen Wu, Zifei Yang, Wei Zhang, Shijian Lu, Weizhi Lu, ZhengJun Zha, Visual Navigation With Multiple Goals Based on Deep Reinforcement Learning, IEEE Transactions on Neural Networks and Learning Systems, 2021.

o      Chun-Mei Feng, Kai Wang, Shijian Lu, Yong Xu, Xuelong Li, Brain MRI Super-Resolution using Coupled-Projection Residual Network, Neurocomputing, 2021.

o      Fan Yang, Ke Yan, Shijian Lu, Huizhu Jia, Don Xie, Zongqiao Yu, Part-aware Progressive Unsupervised Domain Adaptation for Person Re-Identification, IEEE Transaction on Multimedia, 2020.

o      Dayan Guan, Jiaxing Huang, Shijian Lu, Aoran Xiao, Scale Variance Minimization for Unsupervised Domain Adaptation in Image Segmentation, Pattern Recognition, 2020.

o      Qinghua Ren, Shijian Lu, Jinxia Zhang, Renjie Hu, Salient Object Detection by Fusing Local and Global Contexts, IEEE Transactions on Multimedia, 2020.

o      Xiaofei Yang, Xiaofeng Zhang, Yunming Ye, Raymond YK Lau, Shijian Lu, Xutao Li, Xiaohui Huang, Synergistic 2D/3D Convolutional Neural Network for Hyperspectral Image Classification, Remote Sensing, 2020.

o      Hongyuan Zhu, Yi Cheng, Xi Peng, Joey Tianyi Zhou, Zhao Kang, Shijian Lu, Zhiwen Fang, Liyuan Li, Joo-Hwee Lim, Single-Image Dehazing via Compositional Adversarial Network, IEEE Transactions on Cybernetics, 2019.

o     Gongjie Zhang, Shijian Lu, Wei Zhang, CAD-Net: A Context-Aware Detection Network for Objects in Remote Sensing Imagery, IEEE Transactions on Geoscience and Remote Sensing, 2019.

o      Tao Chen, Shijian Lu, Jiayuan Fan, SS-HCNN: Semi-Supervised Hierarchical Convolutional Neural Network for Image Classification, IEEE Transactions on Image Processing, vol. 28, no. 5, pp. 2389 – 2398, 2019.

o      Dinh Nguyen Van, Shijian Lu, Shangxuan Tian, Nizar Ouarti, Mounir Mokhtari, A pooling based scene text proposal technique for scene text reading in the wild, Pattern Recognition, vol. 87, pp. 118 – 129, 2019.

o      Fan Yang, Ke Yan, Shijian Lu, Huizhu Jia, Xiaodong Xie, Wen Gao, Attention Driven Person Re-identification, Pattern Recognition, vol. 86, pp. 143 – 155, 2019.

o      Hongyuan Zhu, Romain Vial, Shijian Lu, Xi Peng, Huazhu Fu, Yonghong Tian, Xianbin Cao, YoTube: Searching Action Proposal via Recurrent and Static Regression Networks, IEEE Trans. on Image Processing, vol. 27, no. 6, pp. 2609-2622, 2018 .

o      Tao Chen, Shijian Lu, Jiayuan Fan, S-CNN: Subcategory-aware convolutional networks for object detection, IEEE transactions on pattern analysis and machine intelligence, vol. 40, no. 10, pp. 2522 – 2528, 2018.

o      Tao Chen, Shijian Lu, Object-level motion detection from moving cameras, IEEE Transactions on Circuits and Systems for Video Technology, vol. 27, no. 11, pp. 2333-2343, 2017.

o      Tao Chen, Shijian Lu, Subcategory-Aware Feature Selection and SVM Optimization for Automatic Aerial Image-Based Oil Spill Inspection, IEEE Transactions on Geoscience and Remote Sensing, vol. 55, no. 9, pp. 5264-5273, 2017.

o      Jiayuan Fan, Tao Chen, Shijian Lu, Superpixel Guided Deep-Sparse-Representation Learning For Hyperspectral Image Classification, IEEE Transactions on Circuits and Systems for Video Technology, vol. 28, no. 11, pp. 3163 – 3173, 2018.

o      Jiayuan Fan, Tao Chen, Shijian Lu, Unsupervised feature learning for land-use scene recognition, IEEE Transactions on Geoscience and Remote Sensing, vol. 55, no. 4, 2017.

o      Bolan Su, Shijian Lu, Accurate recognition of words in scenes without character segmentation using recurrent neural network, Pattern Recognition, vol. 63, pp. 397-405, 2017.

o      Shahab Ensafi, Shijian Lu, Ashraf A Kassim, Chew Lim Tan, Accurate HEp-2 cell classification based on sparse bag of words coding, Computerized Medical Imaging and Graphics, vol. 57, pp. 40-49, 2017.

o      Shangxuan Tian, Ujjwal Bhattacharya, Shijian Lu, Bolan Su*, Qingqing Wang, Xiaohua Wei, Yue Lu, Chew Lim Tan, Multilingual Scene Character Recognition with Co-occurrence of Histogram of Oriented Gradients, Pattern Recognition, vol. 51, pp. 125-134, 2016.

o      Shahab Ensafi, Shijian Lu, Ashraf Kassim, Chew Lim Tan, Accurate HEp-2 cell classification based on Sparse Coding of Superpixels, Pattern Recognition Letters, vol. 82, pp. 64-71, 2016.

o      Tao Chen, Shijian Lu, Accurate and Efficient Traffic Sign Detection Using Discriminative Adaboost and Support Vector Regression, IEEE Transactions on Vehicular Technology, 65 (6), pp. 4006–4015, 2016.

o      Shangxuan Tian, Ujjwal Bhattacharya, Shijian Lu, Bolan Su, Qingqing Wang, Xiaohua Wei, Yue Lu, Chew Lim Tan, Multilingual Scene Character Recognition with Co-occurrence of Histogram of Oriented Gradients, Pattern Recognition, vol. 51, pp. 125-134, 2016.

o      Zhu Hongyuan, Jiangbo Lu, Jianfei Cai, Jianmin Zheng, Shijian Lu, Multiple Human Identification and Cosegmentation: A Human-Oriented CRF Approach with Poselets, IEEE Trans on Multimedia, vol. 18, no. 8, pp. 1516–1530, 2016.

o      Tao Chen, Shijian Lu, Robust Vehicle Detection and Viewpoint Estimation with Soft Discriminative Mixture Model, IEEE Transactions on Circuits and Systems for Video Technology, in press.

o      Tao Chen, Shijian Lu, Jiayuan Fan, Context-Aware Vocabulary Tree for Mobile Landmark Recognition, Journal of Visual Communication and Image Representation, vol. 30, pp. 289–298, 2015.

o      Shijian Lu, Tao Chen, Shangxuan Tian, Joo-Hwee Lim, Chew-Lim Tan, Scene text extraction based on edges and support vector regression, International Journal on Document Analysis and Recognition, vol. 18, no. 2, pp. 125–135, 2015.

o      Hongyuan Zhu, Fanman Meng, Jianfei Cai, Shijian Lu, Beyond Pixels: A Comprehensive Survey from Bottom-up to Semantic Image Segmentation and Co-segmentation, Journal of Visual Comm. and Image Repre., vol. 34, pp. 12-27, 2016.

o      Shijian Lu, Cheston Tan, Joo-Hwee Lim, Robust and Efficient Saliency Modeling from Image Co-occurrence Histograms, IEEE transactions on pattern analysis and machine intelligence, vol. 36, no. 1, pp. 195-201, 2014.

o      Palaiahnakote Shivakumara*, T Phan, Shijian Lu, Chew Lim Tan, Gradient Vector Flow and Grouping based Method for Arbitrarily-Oriented Scene text Detection in Video Images, IEEE Transactions on Circuits and Systems for Video Technology, 23(10), pp. 1729-1739, 2013.

o      Palaiahnakote Shivakumara, RP Sreedhar, TQ Phan, Shijian Lu, Chew Lim Tan, Multioriented video scene text detection through Bayesian classification and boundary growing, IEEE Transactions on Circuits and Systems for Video Technology, 22(8), pp. 1227-1235, 2012.

o      Shijian Lu, Accurate and Efficient Optic Disc Detection and Segmentation by A Circular Transformation, IEEE Transactions on Medical Imaging, vol. 30, no. 12, pp. 2126-2133, 2011.

o      Shijian Lu, Joo Hwee Lim, Automatic optic disc detection from retinal images by a line operator, IEEE Transactions on Biomedical Engineering, vol. 58, no. 1, pp. 88-94, 2011.

o      Shijian Lu, Bolan Su, Chew Lim Tan, Document image binarization using background estimation and stroke edges, International Journal on Document Analysis and Recognition, vol. 13, no. 4, pp. 303-314, 2010.

o      Shijian Lu, Carol Yim-lui Cheung, Jiang Liu, Joo Hwee Lim, Christopher Kai-shun Leung, and Tien Yin Wong, Automated Layer Segmentation of Optical Coherence Tomography Images, IEEE Transactions on Biomedical Engineering, vol. 57, no. 10, pp. 2605-2608, 2010.

o      Shijian Lu, Cuntai Guan, Haihong Zhang, Unsupervised brain computer interface based on inter-subject information and online adaptation, IEEE Transactions on Neural Systems & Rehabilitation Engineering, vol. 17, no. 2, pp. 135-145, 2009.

o      Shijian Lu, Linlin Li, Chew Lim Tan, Document image retrieval through word shape coding, IEEE transactions on pattern analysis and machine intelligence, vo. 30, no. 11, pp. 1913-1918, 2008.

o      Shijian Lu, Chew Lim Tan, Script and language identification in noisy and degraded document images, IEEE transactions on pattern analysis and machine intelligence, vol. 30, no. 1, pp. 14-24, 2008.

o      Shijian Lu, Chew Lim Tan, Retrieval of machine-printed Latin documents through Word Shape Coding, Pattern Recognition, vol. 41, no. 5, pp. 1799-1809, 2008.

o      Shijian Lu, Ben M Chen, Chi Chung Ko, A partition approach for the restoration of camera images of planar and curled document, Image and Vision Computing, vol. 24, no. 8, pp. 837-848, 2006.

o      Shijian Lu, Ben M Chen, Chi Chung Ko, Perspective rectification of document images using fuzzy set and morphological operations, Image and Vision Computing, vol. 23, no. 5, pp. 541-553, 2005.