Research

All Publications

Publications in reverse chronological order. Google Scholar ↗

2026

  1. Illustration for GlyphTSR: Text-Rich Scene Image Super-Resolution Beyond Glyph Priors

    [72] GlyphTSR: Text-Rich Scene Image Super-Resolution Beyond Glyph Priors

    Na Jiang, Yuxuan Qiu, Jiawei Zhang, Xiangcheng Zhai, Dongqing Zou, Jimmy S. Ren, Yuan Xiong, Xiaochun Cao

    IEEE Transactions on Image Processing (IEEE TIP) · 2026

2025

  1. [71] DeblurDiff: Real-World Image Deblurring with Generative Diffusion Models

    Lingshun Kong, Jiawei Zhang, Dongqing Zou, Fu Lee Wang, Jimmy S. Ren, Xiaohe Wu, Jiangxin Dong, Jinshan Pan

    Advances in Neural Information Processing Systems (NeurIPS 2025)

  2. [70] Harnessing Diffusion-Yielded Score Priors for Image Restoration

    Xinqi Lin, Fanghua Yu, Jinfan Hu, Zhiyuan You, Wu Shi, Jimmy S. Ren, Jinjin Gu, Chao Dong

    ACM Transactions on Graphics (ACM TOG) · 2025

  3. Illustration for Event-guided HDR Reconstruction with Diffusion Priors

    [69] Event-guided HDR Reconstruction with Diffusion Priors

    Yixin Yang, Jiawei Zhang, Yang Zhang, Yunxuan Wei, Dongqing Zou, Jimmy S. Ren, Boxin Shi

    International Conference on Computer Vision (ICCV 2025)

  4. Illustration for DiT4SR: Taming Diffusion Transformer for Real-World Image Super-Resolution

    [68] DiT4SR: Taming Diffusion Transformer for Real-World Image Super-Resolution

    Zheng-Peng Duan, Jiawei Zhang, Xin Jin, Ziheng Zhang, Zheng Xiong, Dongqing Zou, Jimmy S. Ren, Chunle Guo, Chongyi Li

    International Conference on Computer Vision (ICCV 2025)

  5. Illustration for Towards Efficient SDRTV-to-HDRTV by Learning from Image Formation

    [67] Towards Efficient SDRTV-to-HDRTV by Learning from Image Formation

    Xiangyu Chen, Zheyuan Li, Zhengwen Zhang, Jimmy S. Ren, Yihao Liu, Jingwen He, Yu Qiao, Jiantao Zhou, Chao Dong

    IEEE Transactions on Multimedia (IEEE TMM) · 2025

  6. Illustration for A Diffusion-Based Framework for Occluded Object Movement

    [66] A Diffusion-Based Framework for Occluded Object Movement

    Zhengpeng Duan, Jiawei Zhang, Siyu Liu, Zheng Lin, Chun-Le Guo, Dongqing Zou, Jimmy S. Ren, Chongyi Li

    The Thirty-ninth AAAI Conference on Artificial Intelligence (AAAI-25) · 2025

2024

  1. Illustration for Color4E: Event Demosaicing for Full-color Event Guided Image Deblurring

    [65] Color4E: Event Demosaicing for Full-color Event Guided Image Deblurring

    Yi Ma, Peiqi Duan, Yuchen Hong, Chu Zhou, Yu Zhang, Jimmy S. Ren, Boxin Shi

    ACM Multimedia Conference (ACMMM 2024)

  2. Illustration for Latency Correction for Event-guided Deblurring and Frame Interpolation

    [64] Latency Correction for Event-guided Deblurring and Frame Interpolation

    Yixin Yang, Jinxiu Liang, Bohan Yu, Yan Chen, Jimmy S. Ren, Boxin Shi

    IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2024)

  3. Illustration for Deep Richardson-Lucy Deconvolution for Low-Light Image Deblurring

    [63] Deep Richardson-Lucy Deconvolution for Low-Light Image Deblurring

    Liang Chen, Jiawei Zhang, Zhenhua Li, Yunxuan Wei, Faming Fang, Jimmy S. Ren, Jinshan Pan

    International Journal of Computer Vision (IJCV) · 2024

  4. Illustration for Reliable Event Generation With Invertible Conditional Normalizing Flow

    [62] Reliable Event Generation With Invertible Conditional Normalizing Flow

    Daxin Gu, Jia Li, Lin Zhu, Yu Zhang, Jimmy S. Ren

    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) · 2024

2023

  1. Illustration for Joint Demosaicing and Denoising with Gradient Guidance in Quad Bayer CFA

    [61] Joint Demosaicing and Denoising with Gradient Guidance in Quad Bayer CFA

    Xun Wu, Yaqi Wu, Jiawei Zhang, Feng Zhang, Jimmy S. Ren

    IEEE International Conference on Image Processing (ICIP 2023)

  2. Illustration for Range-nullspace Video Frame Interpolation with Focalized Motion Estimation

    [60] Range-nullspace Video Frame Interpolation with Focalized Motion Estimation

    Zhiyang Yu, Yu Zhang, Dongqing Zou, Xijun Chen, Jimmy S. Ren, Shunqing Ren

    IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2023)

  3. Illustration for Self-Supervised Intensity-Event Stereo Matching

    [59] Self-Supervised Intensity-Event Stereo Matching

    Jinjin Gu, Jinan Zhou, Ringo SaiWo Chu, Yan Chen, Jiawei Zhang, Xuanye Cheng, Song Zhang, Jimmy S. Ren

    Electronic Imaging 2023 (JIST-First Issue of the Journal of Imaging Science and Technology) (EI 2023)

2022

  1. Illustration for Deep Bayesian Video Frame Interpolation

    [58] Deep Bayesian Video Frame Interpolation

    Zhiyang Yu, Yu Zhang, Xujie Xiang, Dongqing Zou, Xijun Chen, Jimmy S. Ren

    European Conference on Computer Vision (ECCV 2022)

  2. Illustration for Rethinking Learning-based Demosaicing, Denoising, and Super-Resolution Pipeline

    [57] Rethinking Learning-based Demosaicing, Denoising, and Super-Resolution Pipeline

    Guocheng Qian, Yuanhao Wang, Jinjin Gu, Chao Dong, Wolfgang Heidrich, Bernard Ghanem, Jimmy S. Ren

    International Conference on Computational Photography (ICCP 2022)

  3. Illustration for Image Deblurring Aided by Low-Resolution Events

    [56] Image Deblurring Aided by Low-Resolution Events

    Zhouxia Wang, Jimmy S. Ren, Jiawei Zhang, Ping Luo

    Electronics 11(4), 631 (Electronics) · 2022

2021

  1. Illustration for Learning Spatially Variant Linear Representation Models for Joint Filtering

    [55] Learning Spatially Variant Linear Representation Models for Joint Filtering

    Jiangxin Dong, Jinshan Pan, Jimmy S. Ren, Liang Lin, Jinghui Tang, Ming-Hsuan Yang

    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) · 2021

  2. Illustration for Bringing Events into Video Deblurring with Non-consecutively Blurry Frames

    [54] Bringing Events into Video Deblurring with Non-consecutively Blurry Frames

    Wei Shang, Dongwei Ren, Dongqing Zou, Jimmy S. Ren, Ping Luo, Wangmeng Zuo

    International Conference on Computer Vision (ICCV 2021)

  3. Illustration for Training Weakly Supervised Video Frame Interpolation with Events

    [53] Training Weakly Supervised Video Frame Interpolation with Events

    Zhiyang Yu, Deyuan Liu, Yu Zhang, Dongqing Zou, Xijun Chen, Yebin Liu, Jimmy S. Ren

    International Conference on Computer Vision (ICCV 2021)

  4. Illustration for A New Journey from SDRTV to HDRTV

    [52] A New Journey from SDRTV to HDRTV

    Xiangyu Chen, Zhengwen Zhang, Jimmy S. Ren, Lynhoo Tian, Yu Qiao, Chao Dong

    International Conference on Computer Vision (ICCV 2021)

  5. Illustration for Low-dose CT Denoising Using a Structure-Preserving Kernel Prediction Network

    [51] Low-dose CT Denoising Using a Structure-Preserving Kernel Prediction Network

    Lu Xu, Yuwei Zhang, Ying Liu, Daoye Wang, Mu Zhou, Jimmy S. Ren, Jingwei Wei, Zhaoxiang Ye

    IEEE International Conference on Image Processing (ICIP 2021)

  6. Illustration for Deep Dynamic Scene Deblurring from Optical Flow

    [50] Deep Dynamic Scene Deblurring from Optical Flow

    Jiawei Zhang, Jinshan Pan, Daoye Wang, Shangchen Zhou, Xing Wei, Furong Zhao, Jianbo Liu, Jimmy S. Ren

    IEEE Transactions on Circuits and Systems for Video Technology (TCSVT) · 2021

  7. Illustration for Learning a Non-blind Deblurring Network for Night Blurry Images

    [49] Learning a Non-blind Deblurring Network for Night Blurry Images

    Liang Chen, Jiawei Zhang, Jinshan Pan, Songnan Lin, Faming Fang, Jimmy S. Ren

    IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2021)

  8. Illustration for Blind Deblurring for Saturated Images

    [48] Blind Deblurring for Saturated Images

    Liang Chen, Jiawei Zhang, Songnan Lin, Faming Fang, Jimmy S. Ren

    IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2021)

  9. Illustration for Deblurring Dynamic Scenes via Spatially Varying Recurrent Neural Networks

    [47] Deblurring Dynamic Scenes via Spatially Varying Recurrent Neural Networks

    Wenqi Ren, Jiawei Zhang, Jinshan Pan, Sifei Liu, Jimmy S. Ren, Junping Du, Xiaochun Cao, Ming-Hsuan Yang

    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) · 2021

  10. Illustration for Efficient Deep Image Denoising via Class Specific Convolution

    [46] Efficient Deep Image Denoising via Class Specific Convolution

    Lu Xu, Jiawei Zhang, Xuanye Cheng, Feng Zhang, Xing Wei, Jimmy S. Ren

    Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI-21) · 2021

2020

  1. Illustration for Cross-spectral Stereo Matching for Facial Disparity Estimation in The Dark

    [45] Cross-spectral Stereo Matching for Facial Disparity Estimation in The Dark

    Songnan Lin, Jiawei Zhang, Jing Chen, Yongtian Wang, Yicun Liu, Jimmy S. Ren

    Computer Vision and Image Understanding, Volume 200, 103046 (CVIU 2020)

  2. Illustration for Learning to See in the Dark with Events

    [44] Learning to See in the Dark with Events

    Song Zhang, Zhe Jiang, Yu Zhang, Dongqing Zou, Jimmy S. Ren, Bin Zhou

    European Conference on Computer Vision (ECCV 2020)

  3. Illustration for Learning Event-Driven Video Deblurring and Interpolation

    [43] Learning Event-Driven Video Deblurring and Interpolation

    Songnan Lin, Jiawei Zhang, Zhe Jiang, Dongqing Zou, Jinshan Pan, Yongtian Wang, Jing Chen, Jimmy S. Ren

    European Conference on Computer Vision (ECCV 2020)

  4. Illustration for PIPAL: a Large-Scale Image Quality Assessment Dataset for Perceptual Image Restoration

    [42] PIPAL: a Large-Scale Image Quality Assessment Dataset for Perceptual Image Restoration

    Jinjin Gu, Haoming Cai, Haoyu Chen, Xiaoxing Ye, Jimmy S. Ren, Chao Dong

    European Conference on Computer Vision (ECCV 2020)

  5. Illustration for Learning to Predict Context-adaptive Convolution for Semantic Segmentation

    [41] Learning to Predict Context-adaptive Convolution for Semantic Segmentation

    Jianbo Liu, Junjun He, Yu Qiao, Jimmy S. Ren, Hongsheng Li

    European Conference on Computer Vision (ECCV 2020)

  6. Illustration for EfficientFCN: Holistically-guided Decoding for Semantic Segmentation

    [40] EfficientFCN: Holistically-guided Decoding for Semantic Segmentation

    Jianbo Liu, Junjun He, Jiawei Zhang, Jimmy S. Ren, Hongsheng Li

    European Conference on Computer Vision (ECCV 2020)

  7. Illustration for Visually Imbalanced Stereo Matching

    [39] Visually Imbalanced Stereo Matching

    Yicun Liu, Jimmy S. Ren, Jiawei Zhang, Jianbo Liu, Mude Lin

    IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2020)

  8. Illustration for Learning Event-Based Motion Deblurring

    [38] Learning Event-Based Motion Deblurring

    Zhe Jiang, Yu Zhang, Dongqing Zou, Jimmy S. Ren, Jiancheng Lv, Yebin Liu

    IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2020)

  9. Illustration for Learning a Reinforced Agent for Flexible Exposure Bracketing Selection

    [37] Learning a Reinforced Agent for Flexible Exposure Bracketing Selection

    Zhouxia Wang, Jiawei Zhang, Mude Lin, Jiong Wang, Ping Luo, Jimmy S. Ren

    IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2020)

  10. Illustration for Physics-Based Generative Adversarial Models for Image Restoration and Beyond

    [36] Physics-Based Generative Adversarial Models for Image Restoration and Beyond

    Jinshan Pan, Jiangxin Dong, Yang Liu, Jiawei Zhang, Jimmy S. Ren, Jinhui Tang, Yu-Wing Tai, Ming-Hsuan Yang

    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) · 2020

  11. Illustration for Very Power Efficient Neural Time-of-Flight

    [35] Very Power Efficient Neural Time-of-Flight

    Yan Chen, Jimmy S. Ren, Xuanye Cheng, Keyuan Qian, Luyang Wang, Jinwei Gu

    IEEE Winter Conference on Applications of Computer Vision (WACV 2020)

  12. Illustration for Self-Guided Novel View Synthesis via Elastic Displacement Network

    [34] Self-Guided Novel View Synthesis via Elastic Displacement Network

    Yicun Liu, Jiawei Zhang, Ye Ma, Jimmy S. Ren

    IEEE Winter Conference on Applications of Computer Vision (WACV 2020)

  13. Illustration for Image Formation Model Guided Deep Image Super-Resolution

    [33] Image Formation Model Guided Deep Image Super-Resolution

    Jinshan Pan, Deqing Sun, Yang Liu, Jimmy S. Ren, Ming-Ming Cheng, Jian Yang, Jinhui Tang

    The 34th AAAI Conference on Artificial Intelligence (AAAI-20) · 2020

  14. Illustration for Learning to Deblur Face Images via Sketch Synthesis

    [32] Learning to Deblur Face Images via Sketch Synthesis

    Songnan Lin, Jiawei Zhang, Jinshan Pan, Yicun Liu, Yongtian Wang, Jing Chen, Jimmy S. Ren

    The 34th AAAI Conference on Artificial Intelligence (AAAI-20) · 2020

2019

  1. Illustration for Generalizing Monocular 3D Human Pose Estimation in the Wild

    [31] Generalizing Monocular 3D Human Pose Estimation in the Wild

    Luyang Wang, Yan Chen, Zhenhua Guo, Keyuan Qian, Mude Lin, Hongsheng Li, Jimmy S. Ren

    International Conf. on Computer Vision - Workshop on Geometry Meets Deep Learning (ICCVW 2019)

  2. Illustration for Spatio-Temporal Filter Adaptive Network for Video Deblurring

    [30] Spatio-Temporal Filter Adaptive Network for Video Deblurring

    Shangchen Zhou, Jiawei Zhang, Jinshan Pan, Haozhe Xie, Wangmeng Zuo, Jimmy S. Ren

    International Conference on Computer Vision (ICCV 2019)

  3. Illustration for Dual Student: Breaking the Limits of Teacher in Semi-supervised Learning

    [29] Dual Student: Breaking the Limits of Teacher in Semi-supervised Learning

    Zhanghan Ke, Daoye Wang, Qiong Yan, Jimmy S. Ren, Rynson Lau

    International Conference on Computer Vision (ICCV 2019)

  4. Illustration for Learning Deep Priors for Image Dehazing

    [28] Learning Deep Priors for Image Dehazing

    Yang Liu, Jinshan Pan, Jimmy S. Ren, Zhixun Su

    International Conference on Computer Vision (ICCV 2019)

  5. Illustration for Trinity of Pixel Enhancement: a Joint Solution for Demosaicking, Denoising and Super-Resolution

    [27] Trinity of Pixel Enhancement: a Joint Solution for Demosaicking, Denoising and Super-Resolution

    Guocheng Qian, Jinjin Gu, Jimmy S. Ren, Chao Dong, Furong Zhao, Juan Lin

    arxiv prepints 1905.02538 · 2019

  6. Illustration for DAVANet: Stereo Deblurring with View Aggregation

    [26] DAVANet: Stereo Deblurring with View Aggregation

    Shangchen Zhou, Jiawei Zhang, Wangmeng Zuo, Haozhe Xie, Jinshan Pan, Jimmy S. Ren

    IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2019) - oral

  7. Illustration for Structure-Preserving Stereoscopic View Synthesis with Multi-Scale Adversarial Correlation Matching

    [25] Structure-Preserving Stereoscopic View Synthesis with Multi-Scale Adversarial Correlation Matching

    Yu Zhang, Dongqing Zou, Jimmy S. Ren, Zhe Jiang, Xiaohao Chen

    IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2019)

  8. Illustration for Spatially Variant Linear Representation Models for Joint Filtering

    [24] Spatially Variant Linear Representation Models for Joint Filtering

    Jinshan Pan, Jiangxin Dong, Jimmy S. Ren, Liang Lin, Jinhui Tang, Ming-Hsuan Yang

    IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2019)

2018

  1. Illustration for DSR: Direct Self-rectification for Uncalibrated Dual-lens Cameras

    [23] DSR: Direct Self-rectification for Uncalibrated Dual-lens Cameras

    Ruichao Xiao, Wenxiu Sun, Jiahao Pang, Qiong Yan, Jimmy S. Ren

    International Conference on 3D Vision (3DV 2018)

  2. Illustration for Learning Monocular Depth by Distilling Cross-domain Stereo Networks

    [22] Learning Monocular Depth by Distilling Cross-domain Stereo Networks

    Xiaoyang Guo, Hongsheng Li, Shuai Yi, Jimmy S. Ren, Xiaogang Wang

    European Conference on Computer Vision (ECCV 2018)

  3. Illustration for Learning Selfie-Friendly Abstraction from Artistic Style Images

    [21] Learning Selfie-Friendly Abstraction from Artistic Style Images

    Yicun Liu, Jimmy S. Ren, Jianbo Liu, Jiawei Zhang, Xiaohao Chen

    The 10th Asian Conference on Machine Learning (ACML 2018)

  4. Illustration for Deep Reasoning with Knowledge Graph for Social Relationship Understanding

    [20] Deep Reasoning with Knowledge Graph for Social Relationship Understanding

    Zhouxia Wang, Tianshui Chen, Jimmy S. Ren, Weihao Yu, Hui Cheng, Liang Lin

    The 27th International Joint Conference on Artificial Intelligence (IJCAI 2018)

  5. Illustration for Single View Stereo Matching

    [19] Single View Stereo Matching

    Yue Luo, Jimmy S. Ren, Mude Lin, Jiahao Pang, Wenxiu Sun, Hongsheng Li, Liang Lin

    IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2018) - spotlight

  6. Illustration for Dynamic Scene Deblurring Using Spatially Variant Recurrent Neural Networks

    [18] Dynamic Scene Deblurring Using Spatially Variant Recurrent Neural Networks

    Jiawei Zhang, Jinshan Pan, Jimmy S. Ren, Yibing Song, Linchao Bao, Rynson Lau, Ming-Hsuan Yang

    IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2018) - spotlight

  7. Illustration for 3D Human Pose Estimation in the Wild by Adversarial Learning

    [17] 3D Human Pose Estimation in the Wild by Adversarial Learning

    Wei Yang, Wanli Ouyang, Xiaolong Wang, Jimmy S. Ren, Hongsheng Li, Xiaogang Wang

    IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2018)

  8. Illustration for LSTM Pose Machines

    [16] LSTM Pose Machines

    Yue Luo, Jimmy S. Ren, Zhouxia Wang, Wenxiu Sun, Jinshan Pan, Jianbo Liu, Jiahao Pang, Liang Lin

    IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2018)

  9. Illustration for Zoom and Learn: Generalizing Deep Stereo Matching to Novel Domains

    [15] Zoom and Learn: Generalizing Deep Stereo Matching to Novel Domains

    Jiahao Pang, Wenxiu Sun, Chengxi Yang, Jimmy S. Ren, Ruichao Xiao, Jin Zeng, Liang Lin

    IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2018)

  10. Illustration for Learning Dual Convolutional Neural Networks for Low-Level Vision

    [14] Learning Dual Convolutional Neural Networks for Low-Level Vision

    Jinshan Pan, Sifei Liu, Deqing Sun, Jiawei Zhang, Yang Liu, Jimmy S. Ren, Zechao Li, Jinhui Tang, Huchuan Lu, Yu-Wing Tai, Ming-Hsuan Yang

    IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2018)

2017

  1. Illustration for Cascade Residual Learning: A Two-stage Convolutional Neural Network for Stereo Matching

    [13] Cascade Residual Learning: A Two-stage Convolutional Neural Network for Stereo Matching

    Jiahao Pang, Wenxiu Sun, Jimmy S. Ren, Chengxi Yang, Qiong Yan

    International Conf. on Computer Vision - Workshop on Geometry Meets Deep Learning (ICCVW 2017)

  2. Illustration for Robust Tracking Using Region Proposal Networks

    [12] Robust Tracking Using Region Proposal Networks

    Jimmy S. Ren, Zhiyang Yu, Jianbo Liu, Rui Zhang, Wenxiu Sun, Jiahao Pang, Xiaohao Chen, Qiong Yan

    arxiv 1705.10447 (2017)

  3. Illustration for Accurate Single Stage Detector Using Recurrent Rolling Convolution

    [11] Accurate Single Stage Detector Using Recurrent Rolling Convolution

    Jimmy S. Ren, Xiaohao Chen, Jianbo Liu, Wenxiu Sun, Jiahao Pang, Qiong Yan, Yu-Wing Tai, Li Xu

    IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2017)

2016

  1. Illustration for Look, Listen and Learn - A Multimodal LSTM for Speaker Identification

    [10] Look, Listen and Learn - A Multimodal LSTM for Speaker Identification

    Jimmy S. Ren, Yongtao Hu, Yu-Wing Tai, Chuan Wang, Li Xu, Wenxiu Sun, Qiong Yan

    The 30th AAAI Conference on Artificial Intelligence (AAAI-16). (oral) · 2016

2015

  1. Illustration for Shepard Convolutional Neural Networks

    [9] Shepard Convolutional Neural Networks

    Jimmy S. Ren, Li Xu, Qiong Yan, Wenxiu Sun

    Advances in Neural Information Processing Systems (NeurIPS 2015)

  2. Illustration for Deep Edge-Aware Filters

    [8] Deep Edge-Aware Filters

    Li Xu, Jimmy S. Ren, Qiong Yan, Renjie Liao, Jiaya Jia

    The 32nd International Conference on Machine Learning (ICML 2015)

  3. Illustration for Deep Multimodal Speaker Naming

    [7] Deep Multimodal Speaker Naming

    Yongtao Hu, Jimmy S. Ren, Jingwen Dai, Chang Yuan, Li Xu, Wenping Wang

    The 23rd ACM International Conference on Multimedia (MM 2015)

  4. Illustration for On Vectorization of Deep Convolutional Neural Networks for Vision Tasks

    [6] On Vectorization of Deep Convolutional Neural Networks for Vision Tasks

    Jimmy S. Ren and Li Xu

    The 29th AAAI Conference on Artificial Intelligence (AAAI-15) · 2015

2014

  1. Illustration for Deep Convolutional Neural Network for Image Deconvolution

    [5] Deep Convolutional Neural Network for Image Deconvolution

    Li Xu, Jimmy S. Ren, Ce Liu, Jiaya Jia

    Advances in Neural Information Processing Systems (NeurIPS 2014)

  2. Illustration for The Process of Information Propagation along a Traffic Stream through Inter-vehicle Communication

    [4] The Process of Information Propagation along a Traffic Stream through Inter-vehicle Communication

    Wei Wang, Stephen Liao, Xin Li, Jimmy S. Ren

    IEEE Transaction on Intelligent Transportation Systems (IEEE TITS), 15(1), 345-354 · 2014

2013

  1. Illustration for Exploring The Contribution of Unlabeled Data in Financial Sentiment Analysis

    [3] Exploring The Contribution of Unlabeled Data in Financial Sentiment Analysis

    Jimmy S. Ren, Wei Wang, Jiawei Wang, Stephen Liao

    The 27th AAAI Conference on Artificial Intelligence (AAAI-13) · 2013

2012

  1. Illustration for An Unsupervised Feature Learning Approach to Improve Automatic Incident Detection

    [2] An Unsupervised Feature Learning Approach to Improve Automatic Incident Detection

    Jimmy S. Ren, Wei Wang, Jiawei Wang, Stephen Liao

    The 15th IEEE International Conference on Intelligent Transportation Systems (ITSC 2012)

2011

  1. Illustration for Optimal Refactoring Policy for Agile Information Systems Maintenance: A Control Theoretic Approach

    [1] Optimal Refactoring Policy for Agile Information Systems Maintenance: A Control Theoretic Approach

    Jimmy S. Ren, Wei Wang, Zhimin Hua, Kaiquan Xu, Stephen Liao

    The 32nd International Conference on Information Systems (ICIS 2011)