• 2023

  • Universal Object Detection with Large Vision Model

    Feng Lin, Wenze Hu, Yaowei Wang, Yonghong Tian, Guangming Lu, Fanglin Chen, Yong Xu, Xiaoyu Wang

    International Journal on Computer Vision, (IJCV 2023)

    This method won the second place worldwide in large scale object recognition challenge

    All-to-key Attention for Arbitrary Style Transfer

    Mingrui Zhu, Xiao He, Nannan Wang, Xiaoyu Wang, Xinbo Gao

    International Conference on Computer Vision, (ICCV 2023)

    ParCNetV2: Oversized Kernel with Enhanced Attention

    Ruihan Xu, Haokui Zhang, Wenze Hu , Shiliang Zhang, Xiaoyu Wang

    International Conference on Computer Vision, (ICCV 2023)

    Fcaformer: Forward Cross Attention in Hybrid Vision Transformer

    Haokui Zhang, Wenze Hu, Xiaoyu Wang

    International Conference on Computer Vision, (ICCV 2023)

    Unleashing the Full Potential of Product Quantization for Large-Scale Image Retrieval

    Yu Liang, Shiliang Zhang, Kenli Li, Xiaoyu Wang

    Neural Information Processing System, (NeurIPS 2023)

    Boosting Weakly-Supervised Temporal Action Localization with Text Information

    Guozhang Li, De Cheng, Xinpeng Ding, Nannan Wang, Xiaoyu Wang, Xinbo Gao

    IEEE Conference on Computer Vision and Patten Recognition, (CVPR 2023)

    NAR-Former V2: Rethinking Transformer for Universal Neural Network Representation Learning

    Yun Yi, Haokui Zhang, Rong Xiao, Nannan Wang, Xiaoyu Wang

    Neural Information Processing System, (NeurIPS 2023)

    NAR-Former: Neural Architecture Representation Learning towards Holistic Attributes Prediction

    Yun Yi, Haokui Zhang, Wenze Hu, Nannan Wang, Xiaoyu Wang

    IEEE Conference on Computer Vision and Patten Recognition, (CVPR 2023)

  • 2022

  • ALBench: A Framework for Evaluating Active Learning in Object Detection

    Zhanpeng Feng, Shiliang Zhang, Rinyoichi Takezoe, Wenze Hu, Manmohan Chandraker, Li-Jia Li, Vijay K. Narayanan, Xiaoyu Wang

    InternationalConference on Automated Machine Learning, (ICAML-W 2022)

    Towards Semi-Supervised Deep Facial Expression Recognition with An Adaptive Confidence Margin

    Hangyu Li, Nannan Wang, Xi Yang, Xiaoyu Wang, Xinbo Gao

    IEEE Conference on Computer Vision and Patten Recognition, (CVPR 2022)

    Improving Adversarial Robustness via Mutual Information Estimation

    Dawei Zhou, Nannan Wang, Xinbo Gao, Bo Han, Xiaoyu Wang, Yibing Zhan, Tongliang Liu

    International Conference on Machine Learning, (ICML 2022)

    Connecting Compression Spaces withTransformer for Approximate Nearest Neighbor Search

    Haokui Zhang, Wenze Hu, Xiaoyu Wang

    European Conference On Computer Vision, (ECCV 2022)

    ParC-Net: Position Aware Circular Convolution with Merits from ConvNets and Transformer

    Haokui Zhang, Wenze Hu, Xiaoyu Wang

    European Conference On Computer Vision, (ECCV 2022)

  • 2021

  • KFC: An Efficient Framework for Semi-Supervised Temporal Action Localization

    Xinpeng Ding, Nannan Wang, Xinbo Gao, Jie Li, Xiaoyu Wang, Tongliang Liu

    IEEE Transactions on Image Processing, (TIP 2021)

    YMIR: A Rapid Data-centric Development Platform for Vision Applications

    Phoenix X Huang, Wenze Hu, William Brendel, Manmohan Chandraker, Li-Jia Li, Xiaoyu Wang

    Neural Information Processing System, (NeurIPS-W 2021)

    A sketch-transformer network for face photo-sketch synthesis

    Mingrui Zhu, Changcheng Liang, Nannan Wang, Xiaoyu Wang, Zhifeng Li, Xinbo Gao

    (IJCAI 2021)

    Removing Adversarial Noise in Class Activation Feature Space

    Dawei Zhou, Nannan Wang, Chunlei Peng, Xinbo Gao, Xiaoyu Wang, Jun Yu, Tongliang Liu

    International Conference on Computer Vision, (ICCV 2021)

  • 2020

  • A Simple and Effective Framework for Pairwise Deep Metric Learning

    Qi Qi, Yan Yan, Xiaoyu Wang, Tianbao Yang

    European Conference On Computer Vision, (ECCV 2020)

    Robust Partial Matching for Person Search in the Wild

    Yingji Zhong, iaoyu Wang, Shiliang Zhang

    IEEE Conference on Computer Vision and Patten Recognition, (CVPR 2020)

    Stochastic Optimization for Non-convex Inf-Projection Problems

    Yan Yan , Xiaoyu Wang, Tianbao Yang

    International Conference on Machine Learning, (ICML 2020)

    Group Feedback Capsule Network

    Xinpeng Ding, Nannan Wang, Xinbo Gao,Jie Li, Xiaoyu Wang, Tongliang Liu

    IEEE Transactions on Image Processing, (TIP 2020)

    Progressive Learning of Low-Precision Networks for Image Classificaiton

    Zhengguang Zhou, Wengang Zhou, Xutao Lv, Xuan Huang,Xiaoyu Wang, Houqiang Li

    IEEE Transactions on Multimedia, (TMM 2020)

    Accelerating Deep Learning with Millions of Classes

    Zhuoning Yuan, Zhishuai Guo, Xiaotian Yu, Xiaoyu Wang, Tianbao Yang

    European Conference On Computer Vision, (ECCV 2020)

  • 2019

  • Group-Group Loss Based Global-Regional Feature Learning for Vehicle Re-Identification [PDF]

    Xiaobin Liu, Shiliang Zhang, Xiaoyu Wang

    IEEE Transactions on Image Processing, (TIP 2019)

    Deep Regionlets: Blended Representation and Deep Learning for Generic Object Detection [PDF]

    Hongyu Xu, Xutao Lv, Xiaoyu Wang, Zhou Ren, Rama Chellappa

    IEEE Transactions ow Pattery Analysis and Machine Intelligence, (T-PAMI 2019)

    Group Feedback Capsule Network [PDF]

    Xiaoyu Wang

    IEEE Transactions on Image Processing, (TIP 2019)

    Joint Modeling of Dense and Incomplete Trajectories for Citywide Traffic Volume Inference [PDF]

    Xianfeng Tang, Boqing Gong, Yanwei Yu, Huaxiu Yao, Yandong Li, Haiyong Xie, Xiaoyu Wang

    The Web Conference, (WWW 2019)

    A Robust Zero-Sum Game Framework for Pool-based Active Learning [PDF]

    Dixian Zhu, Zhe Li, Xiaoyu Wang, Boqing Gong, Tianbao Yang

    International Conference on Artificial Intelligence and Statistics, (AISTATS 2019)

  • 2018

  • Fast Stochastic AUC Maximization with O(1/n)-Convergence Rate [PDF]

    Mingrui Liu, Xiaoxuan Zhang, Zaiyi Chen, Xiaoyu Wang, Tianbao Yang

    International Conference on Machine Learning, (ICML 2018)

    Deep Regionlets for Object Detection [PDF]

    Hongyu Xu, Xutao Lv, Xiaoyu Wang, Zhou Ren, Rama Chellappa

    European Conference on Computer Vision, (ECCV 2018)

    Regionlets is actually an extremely flexible framework since its invention in 2013, check our approach using gating network for feature selection

    RED-Net: A Recurrent Encoder-Decoder Network for Video-based Face Alignment [PDF]

    Xi Peng, Rogerio S. Feris, Xiaoyu Wang, Dimitris N. Metaxas

    International Journal on Computer Vision, (IJCV 2018)

    IJCV Special Issue on "Best Papers in ECCV"

    An Aggressive Genetic Programming Approach for Searching Neural Network Structure Under Computational Constraints [PDF]

    Zhe Li, Xuehan Xiong, Zhou Ren, Ning Zhang, Xiaoyu Wang, Tianbao Yang

    Preprint, (Arxiv 2018)

    Adaptive Negative Curvature Descent with Applications in Non-convex Optimization [PDF]

    Mingrui Liu, Zhe Li, Xiaoyu Wang, Jinfeng Yi, Tianbao Yang

    Neural Information Processing System, (NIPS 2018)

  • 2017

  • SEP-Nets: Simple and Effective Pattern Networks [PDF]

    Zhe Li, Xiaoyu Wang, Xutao Lv, Tianbao Yang

    arXiv:1706.03912,

    Exploring Personalized Neural Conversational Models [PDF]

    Satwik Kottur, Vitor Carvalho, Xiaoyu Wang

    Internation Conference on Artificial Intelligence, (IJCAI 2017)

    Deep Reinforcement Learning-based Image Captioning with Embedding Reward [PDF]

    Zhou Ren, Xiaoyu Wang, Ning Zhang, Xutao Lv, Jia Li

    Computer Vision and Pattern Recognition, (CVPR 2017)

    Oral Presentation, nominated to "Best Student Paper"

  • 2016

  • A Recurrent Encoder-Decoder Network for Sequential Face Alignment [PDF]

    Xi Peng, Rogerio S. Feris, Xiaoyu Wang, Dimitris N. Metaxas

    Computer Vision and Pattern Recognition, (ECCV 2016)

    Oral Presentation, Best Student Paper Nomination

  • 2015

  • Semantic-aware co-indexing for image retrieval [PDF]

    Shiliang Zhang, Ming Yang, Xiaoyu Wang, Yuanqing Lin

    IEEE Transactions on Pattern Analysis and Machine Intelligence, (T-PAMI 2015)

    Regionlets for Generic Object Detection [PDF] [Video] [Oral presentation] [ImageNet presentation]

    Xiaoyu Wang, Ming Yang, Shenghuo Zhu, Yuanqing Lin

    IEEE Transactions on Pattern Analysis and Machine Intelligence, (T-PAMI 2015)

    Check our longer version for more details about the Regionlets technology

    Hyper-class Augmented and Regularized Deep Learning for Fine-grained Image Classification [PDF]

    Saining Xie, Tianbao Yang, Xiaoyu Wang, Yuanqing Lin

    CVPR 2015, (CVPR 2015)

    Scalable feature matching by dual cascaded scalar quantization for image retrieval

    Wengang Zhou, Ming Yang, Xiaoyu Wang, Hongqiang Li, Yuanqing Lin, Qi Tian

    IEEE Transactions on Pattern Analysis and Machine Intelligence, (T-PAMI 2015)

    Cross Indexing with Grouplets

    Shiliang Zhang, Xiaoyu Wang, Yuanqing Lin, Qi Tian

    IEEE Transactions on Multimedia, (T-MM 2015)

  • 2014

  • Towards Codebook-free: Scalable Cascaded Hashing for Mobile Image Search [PDF]

    Wengang Zhou, Ming Yang, Houqiang Li, Xiaoyu Wang, Yuanqing Lin, Qi Tian

    in IEEE Transaction on Multimedia(T-MM' 2013), (T-MM 2014)

    Object-centric Sampling for Fine-grained Image Classification [PDF]

    Xiaoyu Wang,Tianbao Yang,Guobin Chen, Yuanqing Lin

    Preprint, (arxiv 2014)

    Scale-aware Object Detection, fine-grained image classification

    Generic Object Detection with Dense Neural Patterns and Regionlets [PDF]

    Will Zou, Xiaoyu Wang, Miao Sun, Yuanqing Lin

    Technic Report, (TR 2013, BMVC 2014)

    Intern projects under my supervision, Regionlets with CNN, tractable computation.

    Accurate Object Detection with Location Relaxation and Regionlets Relocalization [PDF]

    Chengjiang Long, Xiaoyu Wang, Gang Hua, Ming Yang, Yuanqing Lin

    in Proc. 12th Asian Conf. on Computer Vision(ACCV'2014), (ACCV 2014)

    Intern project under my supervision, it achieves the best performnce on PASCAL VOC 2007 as well as KITTI object deteciton dataset. Also check the tracking submissions on KITTI which utilize Regionlets to get state-of-art performace.

  • 2013

  • Regionlets for Generic Object Detection [PDF] [Video] [Oral presentation] [ImageNet presentation]

    Xiaoyu Wang, Ming Yang, Shenghuo Zhu, Yuanqing Lin

    in Proc. IEEE 14th International Conf. on Computer Vision(ICCV'2013), (ICCV 2013)

    Oral presentation (acceptance rate < 2.5%), Runner up Winner in the ImageNet large scale object detection challenge (ILSVRC 2013)

    Semantic-aware Co-indexing for Near-duplicate Image Retrieval [PDF]

    Shiliang Zhang, Ming Yang, Xiaoyu Wang, Yuanqing Lin, Qi Tian

    in Proc. IEEE 14th International Conf. on Computer Vision(ICCV'2013), (ICCV 2013)

    Hierarchical Feature Pooling with Structure Learning: A new method for Pedestrain Detection [PDF]

    Xiaoyu Wang, Liangliang Cao, Rogerio Feris, Ankur Data, Tony X. Han

    in CVPR 2013 workshop, (CVPRW 2013)

    map the original feature to high dimensional space after coding and pooling. (We use the original feature instead of codes), can capture coase to fine spatial layout.

  • 2012

  • Histogram of Oriented Normal Vectors for Object Recognition with a Depth Sensor [PDF]

    Tang, X Wang, X Lv, TX Han, J Keller, Z He, M Skubic, S Lao

    The 11th Asian Conference on Computer Vision 2012(ACCV'2012), (ACCV 2012)

    Oral presentation (acceptance rate < 3.6%)

    Detection by Detections: Non-parametric Detector Adaptation for a Video [PDF]

    Xiaoyu Wang, Gang Hua, Tony X. Han

    in Proc. IEEE 14th International Conf. on Computer Vision(ICCV'2009), (CVPR 2012)

    A first try to use detections to help detections in a video.

  • 2011

  • Contextual Weighting for Vocabulary Tree Based Image Retrieval [PDF] [dataset]

    Xiaoyu Wang, Ming Yang, Timothee Cour, Shenghuo Zhu, Kai Yu, Tony X. Han

    in Proc. IEEE 13th International Conf. on Computer Vision(ICCV'2011), (ICCV 2011)

    Excellent performance with fast speed for large scale image retrieval.

    Efficient Re-Ranking in Vocabulary Tree Based Image Retrieval [PDF]

    Xiaoyu Wang, Ming Yang, Kai Yu

    in the 45th Asilomar Conference on Signals, Systems and Computers, (Asilomar 2011)

    Invited book chapter

  • 2010

  • Discriminative Tracking by Metric Learning [PDF]

    Xiaoyu Wang, Gang Hua, Tony X. Han

    in Proc. the 11th European Conf. on Computer Vision (ECCV'2010), (ECCV 2010)

    Discriminative Multiple Target Tracking [PDF]

    Xiaoyu Wang, Ming Yang, Kai Yu

    in Machine Learning for Vision based Motion Analysis, (MLVMA 2010)

    Invited book chapter

  • 2009

  • An HOG-LBP human detector with partial occlusion handling [PDF] [oral presentation] [code] [Video] [bibtex]

    Xiaoyu Wang, Tony X. Han, Shuicheng Yan

    in Proc. IEEE 14th International Conf. on Computer Vision(ICCV'2009), (ICCV 2009)

    Oral presentation (acceptance rate < 3.6%), ICCV 2009 most cited papers rank #1)

  • 2008

  • Build A Robot from Scratch with Steering Engines and Stepper Motors

    Xiaoyu Wang

    in Robotics Innovation, Science Press, 2008,

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