# Publications

# 2020

Quantization-based hashing with optimal bits for efficient recommendation

Y Zhang, D Liu, G Yang, L Hu

Multimedia Tools and Applications

Unbiased Mean Teacher for Cross Domain Object Detection

J Deng, W Li, Y Chen, L Duan

arXiv preprint arXiv:2003.00707

Tensorized Multi-view Subspace Representation Learning

C Zhang, H Fu, J Wang, W Li, X Cao, Q Hu

International Journal of Computer Vision

Deeply Aligned Adaptation for Cross-domain Object Detection

M Fu, Z Xie, W Li, L Duan

arXiv preprint arXiv:2004.02093

Learning Cross-domain Semantic-Visual Relation for Transductive Zero-Shot Learning

J Zhang, F Lv, G Yang, L Feng, Y Yu, L Duan

arXiv preprint arXiv:2003.14105

Relative Position and Map Networks in Few-Shot Learning for Image Classification

Z Xue, Z Xie, Z Xing, L Duan

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops

An experimental study on breast lesion detection and classification from ultrasound images using deep learning architectures

Z Cao, L Duan, G Yang, T Yue, Q Chen

BMC medical imaging

# 2019

Self-paced collaborative and adversarial network for unsupervised domain adaptation

W Zhang, D Xu, W Ouyang, W Li

IEEE Transactions on Pattern Analysis and Machine Intelligence

Semi-supervised learning by augmented distribution alignment

Q Wang, W Li, LV Gool

Proceedings of the IEEE International Conference on Computer Vision

Learning semantic segmentation from synthetic data: A geometrically guided input-output adaptation approach

Y Chen, W Li, X Chen, LV Gool

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition

Dlow: Domain flow for adaptation and generalization

R Gong, W Li, Y Chen, LV Gool

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition

Sliced wasserstein generative models

J Wu, Z Huang, D Acharya, W Li, J Thoma, DP Paudel, LV Gool

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition

Open-Ended Visual Question Answering by Multi-Modal Domain Adaptation

Y Xu, L Chen, Z Cheng, L Duan, J Luo

arXiv preprint arXiv:1911.04058

Video anomaly detection with sparse coding inspired deep neural networks

W Luo, W Liu, D Lian, J Tang, L Duan, X Peng, S Gao

IEEE Transactions on Pattern Analysis and Machine Intelligence

Collaborative Generated Hashing for Market Analysis and Fast Cold-start Recommendation

Y Zhang, IW Tsang, L Duan, G Yang

Reconstruction regularized deep metric learning for multi-label image classification

C Li, C Liu, L Duan, P Gao, K Zheng

IEEE transactions on neural networks and learning systems

Learning transferable self-attentive representations for action recognition in untrimmed videos with weak supervision

XY Zhang, H Shi, C Li, K Zheng, X Zhu, L Duan

Proceedings of the AAAI Conference on Artificial Intelligence

Adversarial Multimodal Network for Movie Question Answering

Z Yuan, S Sun, L Duan, X Wu, C Xu

arXiv preprint arXiv:1906.09844

Deep learning enables extraction of capillary-level angiograms from single OCT volume

J Yang, P Liu, L Duan, Y Hu, J Liu

arXiv preprint arXiv:1906.07091

Fovea-Attentive Residual Network for Extracting 3D Angiograms from Single Volumetric OCT Scan

P Liu, J Yang, L Duan, Y Hu, J Liu

arXiv preprint arXiv:1906.07091

Exploiting images for video recognition: Heterogeneous feature augmentation via symmetric adversarial learning

F Yu, X Wu, J Chen, L Duan

IEEE Transactions on Image Processing

TarGAN: Generating target data with class labels for unsupervised domain adaptation

F Lv, J Zhu, G Yang, L Duan

Knowledge-Based Systems

Domain Adversarial Reinforcement Learning for Partial Domain Adaptation

J Chen, X Wu, L Duan, S Gao

arXiv preprint arXiv:1905.04094

Known-class Aware Self-ensemble for Open Set Domain Adaptation

Q Lian, W Li, L Chen, L Duan

arXiv preprint arXiv:1905.01068

Jointrcnn: A region-based convolutional neural network for optic disc and cup segmentation

Y Jiang, L Duan, J Cheng, Z Gu, H Xia, H Fu, C Li, J Liu

IEEE Transactions on Biomedical Engineering

Minimax entropy network: Learning category-invariant features for domain adaptation

C Tao, F Lv, L Duan, M Wu

arXiv preprint arXiv:1904.09601

Constructing self-motivated pyramid curriculums for cross-domain semantic segmentation: A non-adversarial approach

Q Lian, F Lv, L Duan, B Gong

Proceedings of the IEEE International Conference on Computer Vision

# 2018

Discrete Ranking-based Matrix Factorization with Self-Paced Learning

Yan Zhang, Haoyu Wang, Defu Lian, Ivor W. Tsang, Hongzhi Yin, and Guowu Yang

Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining

Discrete Deep Learning for Fast Content-Aware Recommendation

Yan Zhang, Hongzhi Yin, Zi Huang, Xingzhong Du, Guowu Yang, and Defu Lian

Proceedings of the Eleventh ACM International Conference on Web Search and Data Mining

Semi-Supervised Optimal Transport for Heterogeneous Domain Adaptation

Y Yan, W Li, H Wu, H Min, M Tan, Q Wu

IJCAI

Ensemble Manifold Segmentation for Model Distillation and Semi-supervised Learning

D Dai, W Li, T Kroeger, L Van Gool

arXiv preprint arXiv:1804.02201

Unsupervised domain adaptation for face anti-spoofing

H Li, W Li, H Cao, S Wang, F Huang, AC Kot

IEEE Transactions on Information Forensics and Security

Dividing and aggregating network for multi-view action recognition

D Wang, W Ouyang, W Li, D Xu

Proceedings of the European Conference on Computer Vision (ECCV)

Collaborative and adversarial network for unsupervised domain adaptation

W Zhang, W Ouyang, W Li, D Xu

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition

Domain adaptive faster r-cnn for object detection in the wild

Y Chen, W Li, C Sakaridis, D Dai, L Van Gool

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition

Appearance-and-relation networks for video classification

L Wang, W Li, W Li, L Van Gool

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition

Road: Reality oriented adaptation for semantic segmentation of urban scenes

Y Chen, W Li, L Van Gool

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition

Large-Scale Left and Right Eye Classification in Retinal Images

P Liu, Z Gu, F Liu, Y Jiang, S Jiang, H Mao, J Cheng, L Duan, J Liu

Computational Pathology and Ophthalmic Medical Image Analysis

Multiview multitask gaze estimation with deep convolutional neural networks

D Lian, L Hu, W Luo, Y Xu, L Duan, J Yu, S Gao

IEEE transactions on neural networks and learning systems

Optic disc and cup segmentation with blood vessel removal from fundus images for glaucoma detection

Y Jiang, H Xia, Y Xu, J Cheng, H Fu, L Duan, Z Meng, J Liu

2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)

Exploiting Images for Video Recognition with Hierarchical Generative Adversarial Networks

F Yu, X Wu, Y Sun, L Duan

International Joint Conference on Artificial Intelligence

Ocular disease detection from multiple informatics domains

Y Xu, L Duan, H Fu, Z Zhang, W Zhao, T You, TY Wong, J Liu

2018 IEEE 15th International Symposium on Biomedical Imaging (ISBI 2018)

Domain adaptive semantic segmentation through structure enhancement

F Lv, Q Lian, G Yang, G Lin, S Jialin Pan, L Duan

Proceedings of the European Conference on Computer Vision (ECCV)

# 2017

Discrete Personalized Ranking for Fast Collaborative Filtering from Implicit Feedback

Y Zhang, D Lian, G Yang

AAAI

Dot-product based preference preserved hashing for fast collaborative filtering

Y Zhang, G Yang, L Hu, H Wen, J Wu

IEEE International Conference on Communications (ICC)

An efficient NPN Boolean matching algorithm based on structural signature and Shannon expansion

Z Juling, G Yang, W NN Hung, Y Zhang, J Wu

Cluster Computing

Learning Discriminative Correlation Subspace for Heterogeneous Domain Adaptation

Y Yan, W Li, MKP Ng, M Tan, H Wu, H Min, Q Wu

IJCAI

Webvision database: Visual learning and understanding from web data

W Li, L Wang, W Li, E Agustsson, L Van Gool

arXiv preprint arXiv:1708.02862

Visual recognition in RGB images and videos by learning from RGB-D data

W Li, L Chen, D Xu, L Van Gool

IEEE transactions on pattern analysis and machine intelligence

WebVision challenge: visual learning and understanding with web data

Wen Li, Limin Wang, Wei Li, Eirikur Agustsson, Jesse Berent, Abhinav Gupta, Rahul Sukthankar, Luc Van Gool

arXiv preprint arXiv:1705.05640

Domain generalization and adaptation using low rank exemplar SVMs

W Li, Z Xu, D Xu, D Dai, L Van Gool

IEEE transactions on pattern analysis and machine intelligence

Deep domain adaptation by geodesic distance minimization

Y Wang, W Li, D Dai, L Van Gool

Proceedings of the IEEE International Conference on Computer Vision Workshops

Breast tumor detection in ultrasound images using deep learning

Z Cao, L Duan, G Yang, T Yue, Q Chen, H Fu, Y Xu

International Workshop on Patch-based Techniques in Medical Imaging

Detecting retinal microaneurysms and hemorrhages with robustness to the presence of blood vessels

R Srivastava, L Duan, DWK Wong, J Liu, TY Wong

Computer methods and programs in biomedicine

# 2016

Computing affine equivalence classes of Boolean functions by group isomorphism

Y Zhang, G Yang, W NN Hung, J Zhang

IEEE Transactions on Computers

Constraint Free Preference Preserving Hashing for Fast Recommendation

Y Zhang, G Yang, D Lian, H Wen, J Wu

In Global Communications Conference (GLOBECOM)

An exemplar-based multi-view domain generalization framework for visual recognition

L Niu, W Li, D Xu, J Cai

IEEE transactions on neural networks and learning systems

Deep reconstruction-classification networks for unsupervised domain adaptation

M Ghifary, WB Kleijn, M Zhang, D Balduzzi, W Li

European Conference on Computer Vision

Image classification by cross-media active learning with privileged information

Y Yan, F Nie, W Li, C Gao, Y Yang, D Xu

IEEE Transactions on Multimedia

Visual recognition by learning from web data via weakly supervised domain generalization

L Niu, W Li, D Xu, J Cai

IEEE transactions on neural networks and learning systems

Exploiting privileged information from web data for action and event recognition

L Niu, W Li, D Xu

International Journal of Computer Vision 118

Fast algorithms for linear and kernel svm+

W Li, D Dai, M Tan, D Xu, L Van Gool

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition

Recurrent image captioner: Describing images with spatial-invariant transformation and attention filtering

H Liu, Y Yang, F Shen, L Duan, HT Shen

arXiv preprint arXiv:1612.04949

Axial alignment for anterior segment swept source optical coherence tomography via robust low-rank tensor recovery

Y Xu, L Duan, H Fu, X Zhang, DWK Wong, B Mani, T Aung, J Liu

International Conference on Medical Image Computing and Computer-Assisted Intervention

Semantic reconstruction-based nuclear cataract grading from slit-lamp lens images

Y Xu, L Duan, DWK Wong, TY Wong, J Liu

International Conference on Medical Image Computing and Computer-Assisted Intervention

Webly-supervised video recognition by mutually voting for relevant web images and web video frames

C Gan, C Sun, L Duan, B Gong

European Conference on Computer Vision

Action and event recognition in videos by learning from heterogeneous web sources

L Niu, X Xu, L Chen, L Duan, D Xu

IEEE transactions on neural networks and learning systems

# 2015

Co-labeling for multi-view weakly labeled learning

X Xu, W Li, D Xu, IW Tsang

IEEE transactions on pattern analysis and machine intelligence

FaLRR: A Fast Low Rank Representation Solver

S Xiao, W Li, D Xu, D Tao

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition

Distance metric learning using privileged information for face verification and person re-identification

X Xu, W Li, D Xu

IEEE transactions on neural networks and learning systems

Multi-view domain generalization for visual recognition

L Niu, W Li, D Xu

Proceedings of the IEEE international conference on computer vision

Visual recognition by learning from web data: A weakly supervised domain generalization approach

L Niu, W Li, D Xu

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition

Red lesion detection in retinal fundus images using Frangi-based filters

R Srivastava, DWK Wong, L Duan, J Liu, TY Wong

2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)

DEFEATnet—A deep conventional image representation for image classification

S Gao, L Duan, IW Tsang

IEEE Transactions on Circuits and Systems for Video Technology

Glaucoma detection by learning from multiple informatics domains

Y Xu, L Duan, DWK Wong, TY Wong, J Liu

University of Iowa

# 2014

Exploiting low-rank structure from latent domains for domain generalization

Z Xu, W Li, L Niu, D Xu

European Conference on Computer Vision

Exploiting privileged information from web data for image categorization

W Li, L Niu, D Xu

European Conference on Computer Vision

Flowing on Riemannian manifold: Domain adaptation by shifting covariance

Z Cui, W Li, D Xu, S Shan, X Chen, X Li

IEEE transactions on cybernetics

Recognizing RGB images by learning from RGB-D data

L Chen, W Li, D Xu

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition

A survey on computer aided diagnosis for ocular diseases

Zhuo Zhang, Ruchir Srivastava, Huiying Liu, Xiangyu Chen, Lixin Duan, Damon Wing Kee Wong, Chee Keong Kwoh, Tien Yin Wong, Jiang Liu

BMC medical informatics and decision making

Multiple ocular diseases classification with graph regularized probabilistic multi-label learning

X Chen, Y Xu, L Duan, S Yan, Z Zhang, DWK Wong, J Liu

Asian Conference on Computer Vision

Speckle reduction in optical coherence tomography by image registration and matrix completion

J Cheng, L Duan, DWK Wong, D Tao, M Akiba, J Liu

International Conference on Medical Image Computing and Computer-Assisted Intervention

Optic cup segmentation for glaucoma detection using low-rank superpixel representation

Y Xu, L Duan, S Lin, X Chen, DWK Wong, TY Wong, J Liu

International Conference on Medical Image Computing and Computer-Assisted Intervention

Incorporating privileged genetic information for fundus image based glaucoma detection

L Duan, Y Xu, W Li, L Chen, DWK Wong, TY Wong, J Liu

International Conference on Medical Image Computing and Computer-Assisted Intervention

Local patch reconstruction framework for optic cup localization in glaucoma detection

Yanwu Xu, Ying Quan, Yi Huang, Ngan Meng Tan, Ruoying Li, Lixin Duan, Lin Chen, Huiying Liu, Xiangyu Chen, Damon Wing Kee Wong, Mani Baskaran, Shamira Perera, Tin Aung, Tien Yin Wong, Jiang Liu

2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society

Speckle reduction in optical coherence tomography by matrix completion using bilateral random projection

J Cheng, L Duan, DWK Wong, M Akiba, J Liu

2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society

Multiple ocular diseases detection by graph regularized multi-label learning

X Chen, Y Xu, L Duan, Z Zhang, DWK Wong, J Liu

University of Iowa

Hybrid constraint SVR for facial age estimation

J Liu, Y Ma, L Duan, F Wang, Y Liu

Signal Processing

# 2013

Pose-robust representation for face verification in unconstrained videos

HAB Nguyen, W Li

2013 20th IEEE International Conference on Image Processing (ICIP)

Learning prototype hyperplanes for face verification in the wild

M Kan, D Xu, S Shan, W Li, X Chen

IEEE transactions on image processing

Semantically-based human scanpath estimation with hmms

H Liu, D Xu, Q Huang, W Li, M Xu, S Lin

Proceedings of the IEEE International Conference on Computer Vision

Fusing Robust Face Region Descriptors via Multiple Metric Learning for Face Recognition in the Wild

Z Cui, W Li, D Xu, S Shan, X Chen

CVPR

Learning with augmented features for supervised and semi-supervised heterogeneous domain adaptation

W Li, L Duan, D Xu, IW Tsang

IEEE transactions on pattern analysis and machine intelligence

Action recognition using multilevel features and latent structural SVM

X Wu, D Xu, L Duan, J Luo, Y Jia

IEEE transactions on Circuits and Systems for Video Technology

Event recognition in videos by learning from heterogeneous web sources

L Chen, L Duan, D Xu

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition

# 2012

Co-labeling: A new multi-view learning approach for ambiguous problems

W Li, L Duan, IWH Tsang, D Xu

2012 IEEE 12th International Conference on Data Mining

Efficient discriminative learning of class hierarchy for many class prediction

L Chen, L Duan, IW Tsang, D Xu

Asian Conference on Computer Vision

Learning with augmented features for heterogeneous domain adaptation

L Duan, D Xu, I Tsang

arXiv preprint arXiv:1206.4660

Batch mode adaptive multiple instance learning for computer vision tasks

W Li, L Duan, IWH Tsang, D Xu

2012 IEEE Conference on Computer Vision and Pattern Recognition

Exploiting web images for event recognition in consumer videos: A multiple source domain adaptation approach

L Duan, D Xu, SF Chang

2012 IEEE Conference on Computer Vision and Pattern Recognition

Domain adaptation from multiple sources: A domain-dependent regularization approach

L Duan, D Xu, IWH Tsang

IEEE Transactions on neural networks and learning systems

Domain transfer multiple kernel learning

L Duan, IW Tsang, D Xu

IEEE Transactions on Pattern Analysis and Machine Intelligence

# 2011

Text-based image retrieval using progressive multi-instance learning

W Li, L Duan, D Xu, IWH Tsang

2011 International Conference on Computer Vision

Improving web image search by bag-based reranking

L Duan, W Li, IWH Tsang, D Xu

IEEE Transactions on Image Processing

Visual event recognition in videos by learning from web data

L Duan, D Xu, IWH Tsang, J Luo

IEEE Transactions on Pattern Analysis and Machine Intelligence

Text-based image retrieval using progressive multi-instance learning

W Li, L Duan, D Xu, IWH Tsang

2011 International Conference on Computer Vision

Action recognition using context and appearance distribution features

X Wu, D Xu, L Duan, J Luo

CVPR

Improving web image search by bag-based reranking

L Duan, W Li, IWH Tsang, D Xu

IEEE Transactions on Image Processing

# 2010

Near duplicate identification with spatially aligned pyramid matching

D Xu, TJ Cham, S Yan, L Duan, SF Chang

IEEE Transactions on Circuits and Systems for Video Technology

# 2009

Efficient edge matching using improved hierarchical chamfer matching

Q Zhang, P Xu, W Li, Z Wu, M Zhou

2009 IEEE International Symposium on Circuits and Systems

Towards Intelligent Interaction in Classroom

P Xu, G Han, W Li, Z Wu, M Zhou

Universal Access in Human-Computer Interaction. Applications and Services

Supplementary Material for Semi-Supervised Learning by Augmented Distribution Alignment

Q Wang, W Li, L Van Gool

Domain transfer svm for video concept detection

L Duan, IW Tsang, D Xu, SJ Maybank

2009 IEEE Conference on Computer Vision and Pattern Recognition

Domain adaptation from multiple sources via auxiliary classifiers

L Duan, IW Tsang, D Xu, TS Chua

Proceedings of the 26th Annual International Conference on Machine Learning