Publications

7 CVPR / ICCV / ECCV / NeurIPS 5 AAAI / IJCAI / ACM MM 1 MICCAI 1 CVPRW / ICCVW / ECCVW 2 ACCV / BMVC 2 ICME / ICASSP

RestoreAgent: Autonomous Image Restoration Agent via Multimodal Large Language Models
Haoyu Chen, Wenbo Li, Jinjin Gu, Jingjing Ren, Sixiang Chen, Tian Ye, Renjing Pei, Kaiwen Zhou, Fenglong Song, Lei Zhu^✉️.
Conference on Neural Information Processing Systems (NeurIPS), 2024
[Paper] [Code] [Project]

AGLLDiff: Guiding Diffusion Models Towards Unsupervised Training-free Real-world Low-light Image Enhancement
Yunlong Lin* ,Tian Ye*, Sixiang Chen* ,Zhenqi Fu, Yingying Wang, Wenhao Chai, Zhaohu Xing, Lei Zhu, Xinghao Ding^✉️.
Arxiv (Under review), 2024
[Paper] [Code] [Project]

Teaching Tailored to Talent: Adverse Weather Restoration via Prompt Pool and Depth-Anything Constraint
Sixiang Chen, Tian Ye, Kai Zhang, Zhaohu Xing, Yunlong Lin, Lei Zhu^✉️.
European Conference on Computer Vision (ECCV), 2024
[Paper] [Code] [Project]

Semi-Supervised Video Desnowing Network via Temporal Decoupling Experts and Distribution-Driven Contrastive Regularization
Hongtao Wu, Yijun Yang, Angelica Aviles-Rivero, Jingjing Ren, Sixiang Chen, Haoyu Chen, Lei Zhu^✉️.
European Conference on Computer Vision (ECCV), 2024
[Paper] [Code]

Cross-conditioned Diffusion Model for medical image-to-image translation
Zhaohu Xing, Sicheng Yang, Sixiang Chen, Tian Ye, Lei Zhu^✉️.
Medical Image Computing and Computer Assisted Intervention (MICCAI), 2024
[Paper] [Code]

Learning Diffusion Texture Priors for Image Restoration
Tian Ye, Sixiang Chen, Wenhao Chai, Zhaohu Xing, Jing Qin, Ge Lin, Lei Zhu^✉️.
Computer Vision and Pattern Recognition (CVPR Highlight), 2024
[Paper] [Code]

	Sparse Sampling Transformer with Uncertainty-Driven Ranking for Unified Removal of Raindrops and Rain Streaks Sixiang Chen, Tian Ye, Jinbin Bai, Jun Shi, Erkang Chen, Lei Zhu^✉️. International Conference on Computer Vision (ICCV), 2023 [Paper] [Code] [Project]
	Adverse Weather Removal with Codebook Priors Tian Ye,Sixiang Chen, Jinbin Bai, Jun Shi, Chenghao Xue, Jingjia Jiang, Junjie Yin, Erkang Chen, Yun Liu^✉️. International Conference on Computer Vision (ICCV), 2023 [Paper] [Code]
	Uncertainty-Driven Dynamic Degradation Perceiving and Background Modeling for Efficient Single Image Desnowing Sixiang Chen, Tian Ye, Chenghao Xue, Haoyu Chen, Yun Liu, Erkang Chen, Lei Zhu^✉️. ACM Multimedia (ACM MM)*, 2023 [Paper] [Code]
	CPLFormer: Cross-scale Prototype Learning Transformer for Image Snow Removal Sixiang Chen, Tian Ye, Yun Liu, Jinbin Bai, Haoyu Chen, Yunlong Lin, Jun Shi, Erkang Chen^✉️. ACM Multimedia (ACM MM), 2023 [Paper] [Code]
	Sequential Affinity Learning for Video Restoration Tian Ye,Sixiang Chen, Yun Liu^✉️, Wenhao Chai, Jinbin Bai, Wenbin Zou, Yunchen Zhang, jiang mingchao, Erkang Chen, Chenghao Xue. ACM Multimedia (ACM MM), 2023 [Paper] [Code]
	NightHazeFormer: Single Nighttime Haze Removal Using Prior Query Transformer Yun Liu, Zhongsheng Yan, Sixiang Chen^✉️, Tian Ye^✉️, Wenqi Ren, Erkang Chen. ACM Multimedia (ACM MM), 2023 [Paper] [Code]
	Five A+ Network: You Only Need 9K Parameters for Underwater Image Enhancement Jingxia Jiang, Tian Ye, Jinbin Bai, Sixiang Chen, Wenhao Chai, Jun Shi, Yun Liu, Erkang Chen^✉️. British Machine Vision Conference (BMVC)*, 2023 [Paper] [Code]
	DEHRFormer: Real-time Transformer for Depth Estimation and Haze Removal from Varicolored Haze Scenes Sixiang Chen, Tian Ye, Jun Shi, Yun Liu, JingXia Jiang, Erkang Chen, Peng Chen^✉️. International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 [Paper] [Code]
	MSP-Former: Multi-Scale Projection Transformer for Single Image Desnowing Sixiang Chen, Tian Ye, Yun Liu, Taodong Liao, Jingxia Jiang, Erkang Chen, Peng Chen^✉️. International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 [Paper] [Code]
	SnowFormer: Context Interaction Transformer with Scale-awareness for Single Image Desnowing Sixiang Chen, Tian Ye, Yun Liu, Erkang Chen^✉️. Arxiv (Under review), 2022 [Paper] [Code]
	Towards Real-time High-Definition Image Snow Removal: Efficient Pyramid Network with Asymmetrical Encoder-decoder Architecture Tian Ye, Sixiang Chen, Yun Liu, Yi Ye, Erkang Chen^✉️. Asian Conference on Computer Vision (ACCV), 2022 [Paper] [Code]
	Dual-former: Hybrid Self-attention Transformer for Efficient Image Restoration Sixiang Chen, Tian Ye, Yun Liu, Erkang Chen^✉️. Digital Signal Processing, 2024 [Paper] [Code]
	Perceiving and Modeling Density for Image Dehazing Tian Ye, Mingchao Jiang, Yunchen Zhang, Liang Chen, Yun Liu, Sixiang Chen, Erkang Chen^✉️. European Conference on Computer Vision (ECCV Oral)*, 2022 [Paper] [Code]
	Underwater Light Field Retention: Neural Rendering for Underwater Imaging Tian Ye, Sixiang Chen, Yun Liu, Yi Ye, Erkang Chen^✉️, Yuche Li. Conference on Computer Vision and Pattern Recognition Workshop (CVPRW), 2022 [Paper] [Code]

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	Sparse Sampling Transformer with Uncertainty-Driven Ranking for Unified Removal of Raindrops and Rain Streaks Sixiang Chen, Tian Ye, Jinbin Bai, Jun Shi, Erkang Chen, Lei Zhu^✉️. International Conference on Computer Vision (ICCV), 2023 [Paper] [Code] [Project]
	Adverse Weather Removal with Codebook Priors Tian Ye,Sixiang Chen, Jinbin Bai, Jun Shi, Chenghao Xue, Jingjia Jiang, Junjie Yin, Erkang Chen, Yun Liu^✉️. International Conference on Computer Vision (ICCV), 2023 [Paper] [Code]
	Uncertainty-Driven Dynamic Degradation Perceiving and Background Modeling for Efficient Single Image Desnowing Sixiang Chen, Tian Ye, Chenghao Xue, Haoyu Chen, Yun Liu, Erkang Chen, Lei Zhu^✉️. ACM Multimedia (ACM MM)*, 2023 [Paper] [Code]
	CPLFormer: Cross-scale Prototype Learning Transformer for Image Snow Removal Sixiang Chen, Tian Ye, Yun Liu, Jinbin Bai, Haoyu Chen, Yunlong Lin, Jun Shi, Erkang Chen^✉️. ACM Multimedia (ACM MM), 2023 [Paper] [Code]
	Sequential Affinity Learning for Video Restoration Tian Ye,Sixiang Chen, Yun Liu^✉️, Wenhao Chai, Jinbin Bai, Wenbin Zou, Yunchen Zhang, jiang mingchao, Erkang Chen, Chenghao Xue. ACM Multimedia (ACM MM), 2023 [Paper] [Code]
	NightHazeFormer: Single Nighttime Haze Removal Using Prior Query Transformer Yun Liu, Zhongsheng Yan, Sixiang Chen^✉️, Tian Ye^✉️, Wenqi Ren, Erkang Chen. ACM Multimedia (ACM MM), 2023 [Paper] [Code]
	Five A+ Network: You Only Need 9K Parameters for Underwater Image Enhancement Jingxia Jiang, Tian Ye, Jinbin Bai, Sixiang Chen, Wenhao Chai, Jun Shi, Yun Liu, Erkang Chen^✉️. British Machine Vision Conference (BMVC)*, 2023 [Paper] [Code]
	DEHRFormer: Real-time Transformer for Depth Estimation and Haze Removal from Varicolored Haze Scenes Sixiang Chen, Tian Ye, Jun Shi, Yun Liu, JingXia Jiang, Erkang Chen, Peng Chen^✉️. International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 [Paper] [Code]
	MSP-Former: Multi-Scale Projection Transformer for Single Image Desnowing Sixiang Chen, Tian Ye, Yun Liu, Taodong Liao, Jingxia Jiang, Erkang Chen, Peng Chen^✉️. International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 [Paper] [Code]
	SnowFormer: Context Interaction Transformer with Scale-awareness for Single Image Desnowing Sixiang Chen, Tian Ye, Yun Liu, Erkang Chen^✉️. Arxiv (Under review), 2022 [Paper] [Code]
	Towards Real-time High-Definition Image Snow Removal: Efficient Pyramid Network with Asymmetrical Encoder-decoder Architecture Tian Ye, Sixiang Chen, Yun Liu, Yi Ye, Erkang Chen^✉️. Asian Conference on Computer Vision (ACCV), 2022 [Paper] [Code]
	Dual-former: Hybrid Self-attention Transformer for Efficient Image Restoration Sixiang Chen, Tian Ye, Yun Liu, Erkang Chen^✉️. Digital Signal Processing, 2024 [Paper] [Code]
	Perceiving and Modeling Density for Image Dehazing Tian Ye, Mingchao Jiang, Yunchen Zhang, Liang Chen, Yun Liu, Sixiang Chen, Erkang Chen^✉️. European Conference on Computer Vision (ECCV Oral)*, 2022 [Paper] [Code]
	Underwater Light Field Retention: Neural Rendering for Underwater Imaging Tian Ye, Sixiang Chen, Yun Liu, Yi Ye, Erkang Chen^✉️, Yuche Li. Conference on Computer Vision and Pattern Recognition Workshop (CVPRW), 2022 [Paper] [Code]