照片出走了，是去开会了吗？

Wenqi Ren(任文琦)

I am a professor and doctoral supervisor at the School of Cyber Science And Technology, Sun Yat-sen University. Also, from 2017 to 2022, I worked as an associate researcher at the State Key Laboratory of Information Security, Institute of Information Engineering, Chinese Academy of Sciences. I received Ph.D. from Tianjin University and the University of California, Merced, and have been engaged in computer vision and multimedia content security for a long time.

Research Interests

My research interests cover cyberspace content security, computer vision, aritificial intelligence, and machine learning, including:

  • Cyberspace content security: deepfake, digital watermark, tampering image detection
  • Visual Perception: object detection and recognition, crowd counting, optical flow estimation
  • Image processing: image/video restoration, image/video enhancement

课题组长期招收计算机视觉、网络空间内容安全方向的硕士生（2-3名/年）、博士生（1-2名/年）及博士后（常年有效），其中博士后待遇：校聘年薪+团队补助+深圳市免税生活补贴+深圳市落户补贴+推荐中大优秀博后资助。出站后可申请鹏城孔雀计划+留深工作市政府科研资助。

News (Click to view all)

  • 2024-07: Congratulations to Yuning Cui for accepting a TPAMI paper;
  • 2024-01: Congratulations to Jun Luo for accepting a TPAMI paper;
  • 2023-12: One paper is accepted by IJCV;
  • 2023-09: I am invited to be Area Chair for ICLR 2024 and CVPR 2024;

    • 代表性专利

    • 任文琦，马林，刘威，操晓春，图像处理方法及相关装置，公告号：CN110060210B，授权日：2021.05.25
    • 任文琦，马林，刘威，操晓春，图像增强处理方法及装置，公告号：CN108305236B，授权日：2022.02.22

    Academia Services

    审稿人

    • CVPR/ICCV/ECCV/NeurIPS/AAAI/ICIP/ACCV/IJCAI
    • IEEE TPAMI/TIP/TMM/TNNLS/TCSVT, IJCV, CVIU

    Area Chairs

    • CVPR 2023、2024、2025
    • NeurIPS 2024
    • ICLR 2024、2025

    学术报告

    • PRCV 2024 专题论坛|视觉基础模型及其前沿应用：低质量与对抗环境下的目标检测
    • 黑龙江省人工智能学会青年先锋论坛2021：图像复原与轻量级网络设计
    • 中国人工智能学会云论坛北京站2020：融合数据先验知识的图像增强
    • 中国计算机学会ADL深度学习前言技术与产业应用2020：图像复原基准构建及网络模型设计
    • 江苏省人工智能学会青年学者论坛2020：基于三维人脸结构先验知识的人脸图像恢复
    • 北京图象图形前沿青年论坛2018：图象去雾及其应用
    • 2016 Tutorial: Discriminative Learning of Deep CNN Models for Image Restoration.
    • 中国人工智能学会全国青年论坛2017：图像视频去模糊的理论与方法
    • PCM 2017：Deep Video Dehazing, Best Paper Finalist.

    学术兼职

    • 《网络空间安全科学与技术（英文）》（ Cybersecurity） 编委
    • 中国图象图形学报 编委
    • 北京图象图形学会 理事
    • 中国计算机学会 计算机视觉专委会/多媒体专委会 委员
    • 中国人工智能学会 智能服务专委会/模式识别专委会/青年工作委员会 委员
    • 中国图像图形学会 机器视觉专委会/视觉大数据专委会 委员
    • 中国自动化学会 模式识别专委会 委员

    Major Honors

    • 广东省重大人才工程青年拔尖人才
    • 华为“难题揭榜”火花奖
    • 中国计算机学会优秀博士学位论文奖
    • 吴文俊人工智能优秀青年奖
    • 微软亚洲研究院“铸星计划”
    • CVPR 2017 Doctoral Consortium
    • 中国人工智能学会最佳青年科技成果奖

    Journal Articles

    • Wenqi Ren, Linrui Wu, Yanyang Yan, Shengyao Xu, Feng Huang, and Xiaochun Cao, INformer: Inertial-based Fusion Transformer for Camera Shake Deblurring, in IEEE Transactions on Image Processing (IEEE TIP), vol. 33, pp. 6045-6056, 2024. (CCF-A 类，中科院一区) [Paper]
    • Weilei Wen, Chunle Guo, Wenqi Ren, Hongpeng Wang, Xiuli Shao, Adaptive Blind Super-Resolution Network for Spatial-Specific and Spatial-Agnostic Degradations, in IEEE Transactions on Image Processing (IEEE TIP), vol. 33, pp. 4404-4418, 2024. (CCF-A 类，中科院一区) [Paper]
    • Yuning Cui, Wenqi Ren, Xiaochun Cao, Alois Knoll, Revitalizing Convolutional Network for Image Restoration, in IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI), doi: 10.1109/TPAMI.2024.3419007. (CCF-A 类，中科院一区) [Paper] [Code]
    • Yuning Cui, Wenqi Ren and Alois Knoll , Omni-Kernel Modulation for Universal Image Restoration, in IEEE Transactions on Circuits and Systems for Video Technology, doi: 10.1109/TCSVT.2024.3429557. (CCF-B 类，中科院一区) [Paper]
    • 李嫣, 任文琦* (*通讯作者), 张长青, 张金刚, 聂云峰. 基于真实退化估计与高频引导的内窥镜图像超分辨率重建. 自动化学报, 2024, 50(2): 334−347 doi: 10.16383/j.aas.c230070. (CCF-A 类) [Paper]
    • 孙上荃, 任文琦* (*通讯作者), 操晓春. 事件融合与空间注意力和时间记忆力的视频去雨网络.软件学报,2024,35(5):1-15. (CCF-A 类) [Paper] [Code]
    • Shuoshi Li, Yuan Zhou, Wenqi Ren, Wei Xiang, PFONet: A Progressive Feedback Optimization Network for Lightweight Single Image Dehazing, in IEEE Transactions on Image Processing (IEEE TIP), vol. 32, pp. 6558-6569, 2023. (CCF-A类，中科院一区) [Paper]
    • Qiong Wang, Kui Jiang, Zheng Wang, Wenqi Ren, Jianhui Zhang, Chia-Wen Lin, Multi-scale fusion and decomposition network for single image deraining, in IEEE Transactions on Image Processing (IEEE TIP), vol. 33, pp. 191-204, 2024. (CCF-A类，中科院一区) [Paper]
    • Kang Liao, Xiangyu Xu, Chunyu Lin, Wenqi Ren, Yunchao Wei, Yao Zhao, Cylin-Painting: Seamless 360° Panoramic Image Outpainting and Beyond, in IEEE Transactions on Image Processing (IEEE TIP), vol. 33, pp. 382-394, 2024. (CCF-A类，中科院一区) [Paper]
    • Wenqi Ren, Senyou Deng, Kaihao Zhang, Fenglong Song, and Xiaochun Cao, Fast Ultra High-Definition Video Deblurring via Multi-Scale Separable Network, in International Journal of Computer Vision (IJCV), vol. 132, pp. 1817-1834, 2024. (CCF-A类，中科院一区) [Paper]
    • Yuning Cui, Wenqi Ren* (*通讯作者), Xiaochun Cao, Alois Knoll; Image Restoration via Frequency Selection, in IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI), vol. 46, no. 2, pp. 1093-1108, Feb. 2024, (CCF-A 类，中科院一区) [Paper] [Code]
    • Jun Luo, Wenqi Ren* (*通讯作者), Xinwei Gao, Xiaochun Cao, Multi-Exposure Image Fusion via Deformable Self-Attention, in IEEE Transactions on Image Processing (IEEE TIP), vol. 32, pp. 1529-1540, 2023. (CCF-A 类，中科院一区) [Paper]
    • Man Zhou, Keyu Yan, Jinshan Pan, Wenqi Ren, Qi Xie, Xiangyong Cao, Memory-augmented deep unfolding network for guided image super-resolution, International Journal of Computer Vision (IJCV) vol. 131, pp. 215-242, 2023. (CCF-A 类，中科院一区) [Paper] [Code]
    • Kaihao Zhang, Dongxu Li, Wenhan Luo, Wenqi Ren, and Wei Liu, Enhanced Spatio-Temporal Interaction Learning for Video Deraining: Faster and Better, IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI), vol. 45, pp. 1287-1293, 2023. (CCF-A 类，中科院一区) [Paper] [Code]
    • Shangquan Sun, Wenqi Ren, Jingzhi Li, Kaihao Zhang, Meiyu Liang, Xiaochun Cao, Event-aware Video Deraining via Multi-Patch Progressive Learning, in IEEE Transactions on Image Processing (IEEE TIP), vol. 32, pp. 3040-3053, 2023. (CCF-A 类，中科院一区) [Paper]
    • Jie Gui, Xiaofeng Cong, Yuan Cao, Wenqi Ren, Jun Zhang, Jing Zhang, Jiuxin Cao, Dacheng Tao, A comprehensive survey and taxonomy on single image dehazing based on deep learning, ACM Computing Surveys, vol. 55(13), pp. 1-37, 2023. (中科院一区) [Paper] [Code]
    • Jingchun Zhou, Qian Liu, Qiuping Jiang, Wenqi Ren, Kin-Man Lam, Weishi Zhang, Underwater camera: Improving visual perception via adaptive dark pixel prior and color correction, International Journal of Computer Vision (IJCV), pp. 1-19, 2023. (CCF-A 类，中科院一区) [Paper]
    • Shengdong Zhang, Xiaoqin Zhang, Shaohua Wan, Wenqi Ren, Liping Zhao, Linlin Shen, Generative Adversarial and Self-Supervised Dehazing Network, in IEEE Transactions on Industrial Informatics (IEEE TII), vol. 20, no. 3, pp. 4187-4197, March 2024. (中科院一区) [Paper]
    • Kaihao Zhang, Tao Wang, Wenhan Luo, Wenqi Ren, Björn Stenger, Wei Liu, Hongdong Li, Ming-Hsuan Yang, MC-Blur: A comprehensive benchmark for image deblurring, in IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT), vol. 34, no. 5, pp. 3755-3767, May 2024. (中科院一区) [Paper] [Code]
    • Wenqi Ren, Jiawei Zhang, Jinshan Pan, Sifei Liu, Jimmy S. Ren, Junping Du, Xiaochun Cao, Ming-Hsuan Yang Deblurring Dynamic Scenes via Spatially Varying Recurrent Neural Networks, in IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI), vol. 44, no. 8, pp. 3974-3987, 1 Aug. 2022. (CCF-A 类，中科院一区) [Paper]
    • Weilei Wen, Wenqi Ren* (*通讯作者), Yinghuan Shi, Yunfeng Nie, Jingang Zhang, Xiaochun Cao, Video Super-Resolution via a Spatio-Temporal Alignment Network, in IEEE Transactions on Image Processing (IEEE TIP), vol. 31, pp. 1761-1773, 2022. (CCF-A 类，中科院一区) [Paper]
    • Xiaobin Hu, Wenqi Ren* (*通讯作者), Jiaolong Yang, Xiaochun Cao, David P Wipf, Bjoern Menze, Xin Tong, Hongbin Zha, Face Restoration via Plug-and-Play 3D Facial Priors, in IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI), vol. 44, no. 12, pp. 8910-8926, 1 Dec. 2022. (CCF-A 类，中科院一区) [Paper]
    • Jun Luo, Wenqi Ren* (*通讯作者), Tao Wang, Chongyi Li, Xiaochun Cao, Under-Display Camera Image Enhancement via Cascaded Curve Estimation, in IEEE Transactions on Image Processing (IEEE TIP), vol. 31, pp. 4856-4868, 2022. (CCF-A 类，中科院一区) [Paper]
    • Kaihao Zhang, Wenqi Ren, Wenhan Luo, Wei-Sheng Lai, Björn Stenger, Ming-Hsuan Yang, Hongdong Li, Deep image deblurring: A survey, International Journal of Computer Vision 130 (9), 2103-2130 (IJCV) 2022. (CCF-A 类，中科院一区) [Paper]
    • Kaihao Zhang, Wenhan Luo, Yanjiang Yu,Wenqi Ren, Fang Zhao, Changsheng Li, Lin Ma, Wei Liu, Hongdong Li, Beyond monocular deraining: Parallel stereo deraining network via semantic prior， International Journal of Computer Vision (IJCV) vol. 130, pp. 1754-1769, 2022. (CCF-A 类，中科院一区) [Paper] [Code]
    • Hong Mo, Wenqi Ren, Xiong Zhang, Feihu Yan, Zhong Zhou, Xiaochun Cao, Wei Wu, Attention-Guided Collaborative Counting, in IEEE Transactions on Image Processing (IEEE TIP), vol. 31, pp. 6306-6319, 2022. (CCF-A 类，中科院一区) [Paper]
    • Qiuping Jiang, Yudong Mao, Runmin Cong, Wenqi Ren, Chao Huang, Feng Shao，Unsupervised Decomposition and Correction Network for Low-Light Image Enhancement, in IEEE Transactions on Intelligent Transportation Systems, vol. 23, no. 10, pp. 19440-19455, Oct. 2022. (中科院一区) [Paper] [Code]
    • Yaozu Kang, Qiuping Jiang, Chongyi Li, Wenqi Ren, Hantao Liu, Pengjun Wang, A perception-aware decomposition and fusion framework for underwater image enhancement, in IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT), vol. 33, no. 3, pp. 988-1002, March 2023.(中科院一区) [Paper]
    • Zhaorun Zhou, Zhenghao Shi, Wenqi Ren, Linear Contrast Enhancement Network for Low-illumination Image Enhancement, in IEEE Transactions on Instrumentation and Measurement (IEEE TIM), vol. 72, pp. 1-16, 2023. [Paper] [Code]
    • Yu Guo, Yuxu Lu, Jingxiang Qu, Ryan Wen Liu, Wenqi Ren, MDSFE: Multi-scale Deep Stacking Fusion Enhancer Network for Visual Data Enhancement, in IEEE Transactions on Instrumentation and Measurement (IEEE TIM), vol. 72, pp. 1-12, 2023. [Paper]
    • Siyuan Li, Wenqi Ren* (*通讯作者), Feng Wang, I. B. Araujo, E. K Tokuda, R. H. Junior, R. M Cesar-Jr, Zhangyang Wang, Xiaochun Cao, A comprehensive benchmark analysis of single image deraining: Current challenges and future perspectives, International Journal of Computer Vision (IJCV), 2021, 129: 1301–1322 (CCF-A 类，中科院一区) [Paper]
    • Kaihao Zhang, Wenhan Luo, Dongxu Li, and Wenqi Ren* (*通讯作者), Dual Attention-in-Attention Model for Joint Rain Streak and Raindrop Removal, in IEEE Transactions on Image Processing (IEEE TIP), vol. 30, pp. 7608-7619, 2021. (CCF-A 类，中科院一区) [Paper]
    • Shengdong Zhang, Wenqi Ren, Xin Tan, Zhi-Jie Wang, Yong Liu, Jingang Zhang, Xiaoqin Zhang, Xiaochun Cao, Semantic-aware dehazing network with adaptive feature fusion, in IEEE Transactions on Cybernetics, vol. 53, no. 1, pp. 454-467, Jan. 2023. (中科院一区) [Paper]
    • Yanyang Yan, Wenqi Ren, Xiaobin Hu, Kun Li, Haifeng Shen, Xiaochun Cao, SRGAT: Single Image Super-Resolution With Graph Attention Network, in IEEE Transactions on Image Processing (IEEE TIP), vol. 30, pp. 4905-4918, 2021. (CCF-A 类，中科院一区) [Paper]
    • Chongyi Li, Saeed Anwar, Junhui Hou, Runmin Cong, Chunle Guo, Wenqi Ren, Underwater Image Enhancement via Medium Transmission-Guided Multi-Color Space Embedding, in IEEE Transactions on Image Processing (IEEE TIP), vol. 30, pp. 4985-5000, 2021. (CCF-A 类，中科院一区) [Paper] [Code]
    • Siyuan Yao, Hua Zhang, Wenqi Ren, Chao Ma, Xiaoguang Han, Xiaochun Cao, Robust online tracking via contrastive spatio-temporal aware network, in IEEE Transactions on Image Processing (IEEE TIP), vol. 30, pp. 1989-2002, 2021. (CCF-A 类，中科院一区) [Paper]
    • Kaihao Zhang, Wenhan Luo, Lin Ma,Wenqi Ren, and Hongdong Li, Disentangled Feature Networks for Facial Portraits Generation, in IEEE Transactions on Multimedia (IEEE TMM), vol. 24, pp. 1378-1388, 2022. [Paper]
    • Mingye Ju, Can Ding, Charles A. Guo, Wenqi Ren, and Dacheng Tao, IDRLP: Image Dehazing Using Region Line Prior, in IEEE Transactions on Image Processing (IEEE TIP), vol. 30, pp. 9043-9057, 2021. (CCF-A 类，中科院一区) [Paper]
    • Mingye Ju, Can Ding, Wenqi Ren, Yi Yang, Dengyin Zhang, Y Jay Guo, IDE: Image dehazing and exposure using an enhanced atmospheric scattering model, in IEEE Transactions on Image Processing (IEEE TIP), vol. 30, pp. 2180-2192, 2021. (CCF-A 类，中科院一区) [Paper]
    • Mingye Ju, Can Ding, Wenqi Ren, Yi Yang, IDBP: Image Dehazing Using Blended Priors Including Non-local, Local, and Global Priors. in IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT), vol. 32, no. 7, pp. 4867-4871, July 2022. [Paper]
    • Jingang Zhang, Wenqi Ren, Shengdong Zhang, He Zhang, Yunfeng Nie, Zhe Xue, Xiaochun Cao, Hierarchical Density-Aware Dehazing Network, in IEEE Transactions on Cybernetics (IEEE TCybernectics), vol. 52, no. 10, pp. 11187-11199, Oct. 2022. (中科院一区) [Paper]
    • Wenqi Ren, Jinshan Pan, Hua Zhang, Xiaochun Cao, and Ming-Hsuan Yang, Single Image Dehazing via Multi-Scale Convolutional Neural Networks with Holistic Edges, International Journal of Computer Vision (IJCV) 2020, 128:240–259. (CCF-A 类，中科院一区，ESI高被引论文) [Paper]
    • Chongyi Li, Chunle Guo, Wenqi Ren*(*通讯作者), Runmin Cong, Junhui Hou, Sam Kwong, Dacheng Tao. An Underwater Image Enhancement Benchmark Dataset and Beyond. in IEEE Transactions on Image Processing (IEEE TIP), vol. 29, pp. 4376-4389, 2020. (CCF-A 类，中科院一区) [Paper] [Code]
    • Hong Mo, Wenqi Ren, Yuan Xiong, Xiaoqi Pan, Zhong Zhou, Xiaochun Cao, Wei Wu, Background Noise Filtering and Distribution Dividing for Crowd Counting, IEEE Transactions on Image Processing (IEEE TIP), vol. 29, pp. 8199-8212, 2020. (CCF-A 类，中科院一区) [Paper]
    • Wenhan Yang, Ye Yuan, Wenqi Ren, Jiaying Liu, Walter J Scheirer, Zhangyang Wang, et al., Advancing image understanding in poor visibility environments: A collective benchmark study, IEEE Transactions on Image Processing (IEEE TIP), vol. 29, pp. 5737-5752, 2020. (CCF-A 类，中科院一区) [Paper]
    • Qingbo Wu, Wenqi Ren, Xiaochun Cao. Learning Interleaved Cascade of Shrinkage Fields for Joint Image Dehazing and Denoising. IEEE Trans. Image Processing (IEEE TIP), 29: 1788-1801 (2020) (CCF-A 类，中科院一区) [Paper]
    • Qingbo Wu, Jingang Zhang, Wenqi Ren, Wangmeng Zuo, Xiaochun Cao. Accurate Transmission Estimation for Removing Haze and Noise From a Single Image. IEEE Trans. Image Processing (IEEE TIP) 29: 2583-2597 (2020) (CCF-A 类，中科院一区) [Paper]
    • Lerenhan Li, Yunlong Dong, Wenqi Ren, Jinshan Pan, Changxin Gao, Nong Sang, Ming-Hsuan Yang. Semi-Supervised Image Dehazing. IEEE Trans. Image Processing (IEEE TIP) 29: 2766-2779 (2020) (CCF-A 类，中科院一区) [Paper]
    • Wenqi Ren, Jingang Zhang, Xiangyu Xu, Lin Ma, Xiaochun Cao, and Wei Liu, Deep Video Dehazing With Semantic Segmentation, IEEE Transactions on Image Processing (IEEE TIP), vol. 28, no. 4, pp. 1895-1908, April 2019. (CCF-A 类，中科院一区) [Paper]
    • Wenqi Ren, Sifei Liu, Lin Ma, Qianqian Xu, Xiangyu Xu, Xiaochun Cao, Junping Du, and Ming-Hsuan Yang, Low-Light Image Enhancement via a Deep Hybrid Network, IEEE Transactions on Image Processing (IEEE TIP), 2019, 28(9): 4364 - 4375. (CCF-A类，中科院一区，ESI高被引论文) [Paper] [Code]
    • Jinshan Pan#, Wenqi Ren# (# 共同一作), Zhe Hu, and Ming-Hsuan Yang, Learning to Deblur Images with Exemplars, IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI), vol. 41, pp. 1412-1425, 2019. (CCF-A 类，中科院一区) [Paper]
    • Boyi Li#, Wenqi Ren# (# 共同一作), Dengpan Fu, Dacheng Tao, Dan Feng, Wenjun Zeng, and Zhangyang Wang, Benchmarking Single Image Dehazing and Beyond, in IEEE Transactions on Image Processing (IEEE TIP), vol. 28, no. 1, pp. 492-505, Jan. 2019. (CCF-A 类，中科院一区) [Paper]
    • Yanyang Yan, Wenqi Ren, Xiaochun Cao. Recolored Image Detection via a Deep Discriminative Model. IEEE Trans. Information Forensics and Security (IEEE TIFS) 14(1): 5-17 (2019) (CCF-A 类，中科院一区) [Paper]
    • Siyuan Li, Wenqi Ren, Jiawan Zhang, Jinke Yu, Xiaojie Guo. Single image rain removal via a deep decomposition-composition network. Computer Vision and Image Understanding (CVIU) 186: 48-57 (2019) [Paper] [Code]
    • Wenqi Ren, Si Liu, Hua Zhang, Jinshan Pan, Xiaochun Cao, and Ming-Hsuan Yang, Single Image Dehazing via Multi-Scale Convolutional Neural Networks, in European Conference on Computer Vision (ECCV), 2016.(单篇被引1500余次) [Paper] [Code]
    • Wenqi Ren, Xiaochun Cao, Jinshan Pan, Xiaojie Guo, Wangmeng Zuo and Ming-Hsuan Yang, Image Deblurring via Enhanced Low Rank Prior, IEEE Transactions on Image Processing (IEEE TIP), 7(25), 3426-3437, 2016. (CCF-A 类，中科院一区) [Paper]
    • Xiaochun Cao, Wenqi Ren, Wangmeng Zuo, Xiaojie Guo, and Hassan Foroosh, Scene Text Deblurring Using Text-specific Multi-scale Dictionaries, IEEE Transactions on Image Processing (IEEE TIP), 4(24), 1302-1314, 2015. (CCF-A 类，中科院一区) [Paper]
    • 任文琦，王元全，基于梯度矢量卷积场的四阶各向异性扩散及图像去噪.光学精密工程,2013.10. [Paper]

    Conference Papers

    • Yuning Cui, Mingyu Liu, Wenqi Ren* (*通讯作者) and Alois Knol, Hybrid Frequency Modulation Network for Image Restoration, in IJCAI 2024. (CCF-A类) [Paper]
    • Xiaobin Lu, Xiaobin Hu, Jun Luo, Ben Zhu, Paul Ruan, Wenqi Ren* (*通讯作者), 3D Priors-Guided Diffusion for Blind Face Restoration, in ACM MM 2024. (CCF-A类) [Paper] [Code]
    • Qiang Wang, Yuning Cui, Yawen Li, Pual Ruan, Ben Zhu, Wenqi Ren* (*通讯作者), RFFNet: Towards Robust and Flexible Fusion for Low-Light Image Denoising, in ACM MM 2024. (CCF-A类) [Paper]
    • Shangquan Sun, Wenqi Ren* (*通讯作者), Xinwei Gao, Rui Wang, Xiaochun Cao, Restoring Images in Adverse Weather Conditions via Histogram Transformer, in European Conference on Computer Vision (ECCV), 2024. (CCF-B类) [Paper] [Code]
    • Shangquan Sun, Wenqi Ren* (*通讯作者), Jingzhi Li, Rui Wang, Xiaochun Cao. Logit Standardization in Knowledge Distillation, in IEEE Conference on Computer Vision and Pattern Recognition (IEEE CVPR), 2024. (CCF-A类) [Paper] [Code]
    • Lihua Jing, Rui Wang, Wenqi Ren, Xin Dong, Cong Zou. PAD: Patch-Agnostic Defense against Adversarial Patch Attacks, in IEEE Conference on Computer Vision and Pattern Recognition (IEEE CVPR), 2024. (CCF-A类) [Paper] [Code]
    • Jiangang Wang, Yuning Cui, Yawen Li, Wenqi Ren* (*通讯作者), Xiaochun Cao. Omnidirectional Image Super-Resolution via Bi-Projection Fusion. AAAI 2024.(CCF-A 类) [Paper] [Code]
    • Yun Liu, Zhongsheng Yan, Sixiang Chen, Tian Ye, Wenqi Ren, Erkang Chen, Nighthazeformer: Single nighttime haze removal using prior query transformer, in ACM MM 2023. (CCF-A类) [Paper]
    • Yuning Cui, Wenqi Ren* (*通讯作者), Sining Yang, Xiaochun Cao, Alois Knoll, IRNeXt: Rethinking Convolutional Network Design for Image Restoration, International Conference on Machine Learning (ICML) 2023.(CCF-A 类) [Paper] [Code]
    • Aiping Zhang, Wenqi Ren* (*通讯作者), Yi Liu, Xiaochun Cao, Lightweight Image Super-Resolution with Superpixel Token Interaction, in IEEE International Conference on Computer Vision, (IEEE ICCV), 2023. (CCF-A 类) [Paper] [Code]
    • Yuning Cui, Wenqi Ren* (*通讯作者), Xiaochun Cao, Alois Knoll, Focal Network for Image Restoration, in IEEE International Conference on Computer Vision, (IEEE ICCV), 2023. (CCF-A 类) [Paper] [Code]
    • Yuning Cui, Yi Tao, Zhenshan Bing, Wenqi Ren* (*通讯作者), Xinwei Gao, Xiaochun Cao, Kai Huang, Alois Knoll, Selective Frequency Network for Image Restoration, International Conference on Learning Representations (ICLR) 2023. [Paper] [Code]
    • Zhenbo Song, Zhenyuan Zhang, Kaihao Zhang, Wenhan Luo, Zhaoxin Fan, Wenqi Ren, Jianfeng Lu, Robust Single Image Reflection Removal Against Adversarial Attacks, in IEEE Conference on Computer Vision and Pattern Recognition (IEEE CVPR), 2023. (CCF-A 类) [Paper]
    • Yuning Cui, Yi Tao, Wenqi Ren* (*通讯作者), Alois Knoll, Dual-domain Attention for Image Deblurring, Association for the Advancement of Artificial Intelligence (AAAI), 2023 (CCF-A 类) [Paper] [Code]
    • Xiaobin Hu, Shuo Wang, Xuebin Qin, Hang Dai, Wenqi Ren, Donghao Luo, Ying Tai, Ling Shao, High-resolution iterative feedback network for camouflaged object detection, Association for the Advancement of Artificial Intelligence (AAAI), 2023 (CCF-A 类) [Paper] [Code]
    • Shangquan Sun, Wenqi Ren* (*通讯作者), Tao Wang, Xiaochun Cao, Rethinking Image Restoration for Object Detection, Neural Information Processing Systems Conference (NeurIPS), 2022(CCF-A 类) [Paper] [Code]
    • Chun-Le Guo, Qixin Yan, Saeed Anwar, Runmin Cong, Wenqi Ren, Chongyi Li, Image Dehazing Transformer with Transmission-Aware 3D Position Embedding, in IEEE Conference on Computer Vision and Pattern Recognition (IEEE CVPR), 2022. (CCF-A 类) [Paper] [Code]
    • Yudong Liang, Bin Wang, Wangmeng Zuo, Jiaying Liu, Wenqi Ren, Self-supervised learning and adaptation for single image dehazing, in International Joint Conference on Artificial Intelligence (IJCAI) 2022. (CCF-A 类) [Paper] [Code]
    • Yudong Liang, Bin Wang, Wenqi Ren, Jiaying Liu, Wenjian Wang, Wangmeng Zuo, Learning hierarchical dynamics with spatial adjacency for image enhancement, Proceedings of the 30th ACM International Conference on Multimedia, ACM MM 2022, 2767-2776 (CCF-A 类) [Paper] [Code]
    • Senyou Deng, Wenqi Ren* (*通讯作者), Yanyang Yan, Tao Wang, Fenglong Song, and Xiaochun Cao, "Multi-Scale Separable Network for Ultra-High-Definition Video Deblurring", in IEEE International Conference on Computer Vision, (IEEE ICCV), 2021 (CCF-A 类) [Paper] [Code]
    • Zhuoran Zheng, Wenqi Ren* (*通讯作者), Xiaochun Cao, Tao Wang, and Xiuyi Jia, "UHD Image HDR Reconstruction via Collaborative Bilateral Learning", in IEEE International Conference on Computer Vision, (IEEE ICCV), 2021 (CCF-A 类) [Paper]
    • Xiaobin Hu, Wenqi Ren* (*通讯作者), Kaicheng Yu, Kaihao Zhang, Xiaochun Cao, Wei Liu, and Bjoern Menze, "Pyramid Architecture Search for Real-time Image Deblurring", in IEEE International Conference on Computer Vision, (IEEE ICCV), 2021 (CCF-A 类) [Paper]
    • Zhuoran Zheng, Wenqi Ren* (*通讯作者), Xiaochun Cao, Xiaobin Hu, Tao Wang, Fenglong Song, Xiuyi Jia, Ultra-High-Definition Image Dehazing via Multi-Guided Bilateral Learning, in IEEE Conference on Computer Vision and Pattern Recognition (IEEE CVPR), 2021 (CCF-A 类) [Paper]
    • Kaihao Zhang, Dongxu Li, Wenhan Luo, Wenqi Ren, Bjorn Stenger, Wei Liu, Hongdong Li, Ming-Hsuan Yang, Benchmarking Ultra-High-Definition Image Super-resolution, in IEEE International Conference on Computer Vision, (IEEE ICCV), 2021. (CCF-A 类) [Paper] [Code]
    • Dongxu Li, Chenchen Xu, Kaihao Zhang, Xin Yu, Yiran Zhong, Wenqi Ren, Hanna Suominen, HongdongLi. Arvo: Learning all-range volumetric correspondence for video deblurring, in IEEE Conference on Computer Vision and Pattern Recognition (IEEE CVPR), 2021. (CCF-A 类) [Paper]
    • Xiong Zhang, Hongmin Xu, Hong Mo, Jianchao Tan, Cheng Yang, Lei Wang, Wenqi Ren, DCNAS: Densely connected neural architecture search for semantic image segmentation, in IEEE Conference on Computer Vision and Pattern Recognition (IEEE CVPR), 2021. (CCF-A 类) [Paper]
    • Zhe Xue, Junping Du, Changwei Zheng, Jie Song, Wenqi Ren, Meiyu Liang, Clustering-Induced Adaptive Structure Enhancing Network for Incomplete Multi-View Data, IJCAI 2021. (CCF-A 类) [Paper]
    • Jie Gui, Xiaofeng Cong, Yuan Cao, Wenqi Ren, Jun Zhang, Jing Zhang, Dacheng Tao, A Comprehensive Survey on Image Dehazing Based on Deep Learning, in International Joint Conference on Artificial Intelligence (IJCAI) 2021. (CCF-A 类) [Paper]
    • Xiaobin Hu, Wenqi Ren*(*通讯作者), John LaMaster, Xiaochun Cao, Xiaoming Li, Zechao Li, Bjoern Menze, Wei Liu, Face super-resolution guided by 3D facial priors, in European Conference on Computer Vision (ECCV), 2020. (Spotlight) [Paper] [Code]
    • Kaihao Zhang, Wenhan Luo, Bj¨orn Stenger, Wenqi Ren, Lin Ma, Hongdong Li, Every Moment Matters: Detail-Aware Networks to Bring a Blurry Image Alive, in ACM International Conference on Multimedia (ACM MM), 2020. (Oral) (CCF-A 类) [Paper]
    • Kaihao Zhang, Wenhan Luo, Wenqi Ren, Jingwen Wang, Fang Zhao, Lin Ma, Hongdong Li, Beyond Monocular Deraining: Stereo Image Deraining via Semantic Understanding, in European Conference on Computer Vision (ECCV), 2020 [Paper]
    • Ben Niu, Weilei Wen, Wenqi Ren, Xiangde Zhang, Lianping Yang, Shuzhen Wang, Kaihao Zhang, Xiaochun Cao, Haifeng Shen, Single image super-resolution via a holistic attention network, in European Conference on Computer Vision (ECCV), 2020. [Paper] [Code]
    • Wenqi Ren, Jiaolong Yang, Senyou Deng, David Wipf, Xiaochun Cao, and Xin Tong, Face Video Deblurring using 3D Facial Priors, in IEEE International Conference on Computer Vision, (IEEE ICCV), 2019. (Oral) (CCF-A 类) [Paper] [Code]
    • Siyuan Li, I. B. Araujo, Wenqi Ren*(*通讯作者), Zhangyang Wang, E. K. Tokuda, R. Hirata, R. Cesar, Jiawan Zhang, Xiaojie Guo, and Xiaochun Cao, Single Image Deraining: A Comprehensive Benchmark Analysis, in IEEE Conference on Computer Vision and Pattern Recognition (IEEE CVPR), 2019. (CCF-A 类) [Paper] [Code]
    • Zhe Xue, Junping Du, Dawei Du, Wenqi Ren, Siwei Lyu. Deep Correlated Predictive Subspace Learning for Incomplete Multi-View Semi-Supervised Classification. IJCAI 2019: 4026-4032 (CCF-A 类) [Paper]
    • Wenqi Ren, Lin Ma, Jiawei Zhang, Jinshan Pan, Xiaochun Cao, Wei Liu, and MingHsuan Yang, Gated Fusion Network for Single Image Dehazing, in IEEE Conference on Computer Vision and Pattern Recognition (IEEE CVPR), 2018. (CCF-A 类) [Paper] [Code]
    • Wenqi Ren, Jiawei Zhang, Lin Ma, Jinshan Pan, Xiaochun Cao, Wei Liu, and Ming-Hsuan Yang, Deep Non-Blind Deconvolution via Generalized Low-Rank Approximation, Neural Information Processing Systems Conference (NeurIPS), 2018 (CCF-A 类) [Paper]
    • Xiangyu Xu, Deqing Sun, Sifei Liu, Wenqi Ren, Yujin Zhang, Ming-Hsuan Yang, and Jian Sun, Rendering Portraitures from Monocular Camera and Beyond, in European Conference on Computer Vision (ECCV), 2018. [Paper]
    • Shengdong Zhang, Wenqi Ren*(*通讯作者), and Jian Yao, FEED-NET: Fully End-to-End Dehazing, in IEEE International Conference on Multimedia and Expo (IEEE ICME) 2018. [Paper]
    • Wenqi Ren, Jinshan Pan, Xiaochun Cao, and Ming-Hsuan Yang, Video Deblurring via Semantic Segmentation and Pixel-Wise Non-Linear Kernel, in IEEE International Conference on Computer Vision, (IEEE ICCV), 2017. (CCF-A 类) [Paper]
    • Yanyang Yan, Wenqi Ren, Yuanfang Guo, Rui Wang, and Xiaochun Cao, Image Debluring via Extreme Channels Prior, in IEEE Conference on Computer Vision and Pattern Recognition (IEEE CVPR), 2017. (CCF-A 类) [Paper] [Code]
    • Wenqi Ren and Xiaochun Cao, Deep Video Dehazing, in PCM, 2017(Best Paper Finalist) [Paper]
    • Wenqi Ren, Si Liu, Hua Zhang, Jinshan Pan, Xiaochun Cao, and Ming-Hsuan Yang, Single Image Dehazing via Multi-Scale Convolutional Neural Networks, in European Conference on Computer Vision (ECCV), 2016.(单篇被引1500余次) [Paper] [Code]
    • Hua Zhang, Si Liu, Changqing Zhang, Wenqi Ren, Rui Wang, and Xiaochun Cao, SketchNet: Sketch Classification with Web Images, in (IEEE CVPR), 2016 (CCF-A 类) [Paper]

    主持项目

    • 低质视觉内容增强与感知，国家科学基金优秀青年项目（62172409），2024.1-2026.12，主持
    • 4K 超高清视频实时增强，国家科学基金委员会面上项目（62172409），2022.1-2025.12主持
    • 复杂环境下的监控视频增强技术，国家科学基金委员会青年项目（61802403），主持
    • 全景视觉数据时空超分辨重建，深圳市优秀科技创新人才培养项目，主持
    • 云游戏、短视频的视频超分辨率研究，腾讯基础平台技术专项，主持
    • 网络空间开源情报增强与挖掘，北京市科学技术委员会(Z201100006820074)，2020.09-2023.08，主持
    • 网络空间图像视频增强，CCF-腾讯犀牛鸟基金，主持（卓越奖）
    • 智能汽车在恶劣天气行驶中的视觉增强，CCF-滴滴盖亚基金，主持
    • 面向底层计算机视觉任务的轻量级Transformer网络研究，CCF-百度松果基金，2022.9-2023.9主持

    申请专利

    • 任文琦，马林，刘威，操晓春，图像处理方法及相关装置，授权公告号：CN110060210B，授权公告日：2021.05.25
    • 任文琦，马林，刘威，一种图像处理、模型训练、方法、装置和存储介质，授权公告号：CN109934775B，授权公告日：2022.12.27
    • 任文琦，马林，刘威，操晓春，图像增强处理方法及装置，授权公告号：CN108305236B，授权公告日：2022.02.22
    • 操晓春，李京知，张华，任文琦，韩路通，一种基于特征解耦合的人脸隐私保护方法和装置，授权公告号：CN112668401B，授权公告日：2023.01.17
    • 王宪，汪涛，郑卓然，任文琦，操晓春，一种图像处理的方法以及装置，授权公告号：CN113284055B，授权公告日：2024.09.27
    • 赵元，沈海峰，吴庆波，任文琦，操晓春，图像处理方法、装置、可读存储介质和电子设备，授权公告号：CN111833263B，授权公告日：2024.06.07

    Education Background

    2013.09-2017.06 天津大学 计算机科学与技术学院 博士 导师：操晓春
    2015.09-2016.09 美国加州大学Merced分校 计算机与电子工程学院 联培博士 导师：Ming-Hsuan Yang
    2010.09-2013.03 天津理工大学 计算机与通信工程学院 硕士 导师：王元全
    2006.09-2010.07 河北工业大学 电子信息工程 学士

    Work Experience

    2024.05-至今 中山大学 网络空间安全学院 教授
    2022.05-2024.04 中山大学 网络空间安全学院 百人计划副教授
    2019.11-2022.04 中国科学院信息工程研究所 信息安全国家重点实验室 副研究员
    2017.07-2019.10 中国科学院信息工程研究所 信息安全国家重点实验室 助理研究员
    2018.12-2019.03 微软亚洲研究院（MSRA） 视觉计算组 访问研究员
    2017.08-2018.03 腾讯人工智能实验室 Tencent AI Lab 访问研究员
    2018.08-2018.11 中国科学院自动化研究所 模式识别国家重点实验室 访问学者

    Honor Received

    • 全球高潜力AI华人青年学者榜单，百度，2022
    • 吴文俊人工智能科学技术优秀青年奖，中国人工智能学会，2021
    • 北京市“科技新星”计划，北京市科学技术委员会，2020
    • 中国科学院青年创新促进会成员，中国科学院，2020
    • 中国计算机学会优秀博士论文奖，中国计算机学会，2019 （全国10人/年）
    • 中共中央办公厅科学技术进步一等奖，第四完成人，中共中央办公厅，2019
    • 中国科学院信息工程研究所优秀职工，（连续三年，2018/2019/2020）
    • 北京图象图形学学会优秀博士论文奖，北京图象图形学学会，2018
    • 微软亚洲研究院铸星计划，微软亚洲研究院，2018
    • CCF-腾讯犀牛鸟基金卓越奖， 中国计算机学会，2018
    • 中国人工智能学会最佳青年科技成果奖，中国人工智能学会，2017（全国3人/年）
    • 腾讯犀牛鸟精英研究生，腾讯，2017.
    • CVPR Doctoral Consortium Award, IEEE CVPR （CCF-A类会议），2017 （全球30人/年）
    • 最佳展示论文奖, VALSE，2017
    • Best Paper Finalist, PCM, 2017.
    • 国家奖学金, 天津大学，2016.
    • 国家公派出国留学奖学金, 天津大学，国家留学基金委, 2015
    • 优秀论文, 天津市第二届计算机学科研究生学术会议, 2015.
    • 优秀硕士毕业论文，天津理工大学，2014