Camouflaged Object Detection with Feature Decomposition and Edge Reconstruction. - Chunming He; Kai Li 012; Yachao Zhang 001; Longxiang Tang; Yulun Zhang 001; Zhenhua Guo 001; Xiu Li 001 (CVPR, 2023)

Consistency Regularization for Generalizable Source-free Domain Adaptation. - Longxiang Tang; Kai Li 012; Chunming He; Yulun Zhang 001; Xiu Li 001 (ICCV (Workshops), 2023)

Source-Free Domain Adaptive Fundus Image Segmentation with Class-Balanced Mean Teacher. - Longxiang Tang; Kai Li 012; Chunming He; Yulun Zhang 001; Xiu Li 001 (MICCAI (1), 2023)

Weakly-Supervised Concealed Object Segmentation with SAM-based Pseudo Labeling and Multi-scale Feature Grouping. - Chunming He; Kai Li 012; Yachao Zhang 001; Guoxia Xu; Longxiang Tang; Yulun Zhang 001; Zhenhua Guo 001; Xiu Li 001 (NeurIPS, 2023)

Reti-Diff: Illumination Degradation Image Restoration with Retinex-based Latent Diffusion Model. - Chunming He; Chengyu Fang 001; Yulun Zhang 001; Kai Li 012; Longxiang Tang; Chenyu You; Fengyang Xiao; Zhenhua Guo 001; Xiu Li 001 (CoRR, 2023)

Mind the Interference: Retaining Pre-trained Knowledge in Parameter Efficient Continual Learning of Vision-Language Models. - Longxiang Tang; Zhuotao Tian; Kai Li 012; Chunming He; Hantao Zhou; Hengshuang Zhao; Xiu Li 001; Jiaya Jia (ECCV (36), 2024)

Real-world Image Dehazing with Coherence-based Pseudo Labeling and Cooperative Unfolding Network. - Chengyu Fang 001; Chunming He; Fengyang Xiao; Yulun Zhang 001; Longxiang Tang; Yuelin Zhang; Kai Li 012; Xiu Li 001 (NeurIPS, 2024)

UniQA: Unified Vision-Language Pre-training for Image Quality and Aesthetic Assessment. - Hantao Zhou; Longxiang Tang; Rui Yang 010; Guanyi Qin; Yan Zhang 002; Runze Hu; Xiu Li 001 (CoRR, 2024)

Real-world Image Dehazing with Coherence-based Label Generator and Cooperative Unfolding Network. - Chengyu Fang 001; Chunming He; Fengyang Xiao; Yulun Zhang 001; Longxiang Tang; Yuelin Zhang; Kai Li 012; Xiu Li 001 (CoRR, 2024)

A Survey of Camouflaged Object Detection and Beyond. - Fengyang Xiao; Sujie Hu; Yuqi Shen; Chengyu Fang 001; Jinfa Huang; Chunming He; Longxiang Tang; Ziyun Yang; Xiu Li 001 (CoRR, 2024)

Lyra: An Efficient and Speech-Centric Framework for Omni-Cognition. - Zhisheng Zhong; Chengyao Wang; Yuqi Liu 003; Senqiao Yang; Longxiang Tang; Yuechen Zhang; Jingyao Li; Tianyuan Qu; Yanwei Li; Yukang Chen; Shaozuo Yu; Sitong Wu; et al. (CoRR, 2024)

Satellite-Observed Hydrothermal Conditions Control the Effects of Soil and Atmospheric Drought on Peak Vegetation Growth on the Tibetan Plateau. - Zhengliang Qiu; Longxiang Tang; Xiaoyue Wang 002; Yunfei Zhang; Jianbo Tan; Jun Yue; Shaobo Xia (Remote. Sens., 2024)

HQG-Net: Unpaired Medical Image Enhancement With High-Quality Guidance. - Chunming He; Kai Li 012; Guoxia Xu; Jiangpeng Yan; Longxiang Tang; Yulun Zhang 001; Yaowei Wang 001; Xiu Li 001 (IEEE Trans. Neural Networks Learn. Syst., 2024)

Hybrid-Level Instruction Injection for Video Token Compression in Multi-modal Large Language Models. - Zhihang Liu; Chen-Wei Xie; Pandeng Li; Liming Zhao; Longxiang Tang; Yun Zheng; Chuanbin Liu 001; Hongtao Xie (CVPR, 2025)

InstantSwap: Fast Customized Concept Swapping across Sharp Shape Differences. - Chenyang Zhu 007; Kai Li 012; Yue Ma; Longxiang Tang; Chengyu Fang 001; Chubin Chen; Qifeng Chen; Xiu Li 001 (ICLR, 2025)

Reti-Diff: Illumination Degradation Image Restoration with Retinex-based Latent Diffusion Model. - Chunming He; Chengyu Fang 001; Yulun Zhang 001; Longxiang Tang; Jinfa Huang; Kai Li 012; Zhenhua Guo 001; Xiu Li 001; Sina Farsiu (ICLR, 2025)

RUN: Reversible Unfolding Network for Concealed Object Segmentation. - Chunming He; Rihan Zhang; Fengyang Xiao; Chenyu Fang; Longxiang Tang; Yulun Zhang 001; Linghe Kong; Deng-Ping Fan; Kai Li 012; Sina Farsiu (CoRR, 2025)

Integrating Extra Modality Helps Segmentor Find Camouflaged Objects Well. - Chengyu Fang 001; Chunming He; Longxiang Tang; Yuelin Zhang; Chenyang Zhu 007; Yuqi Shen; Chubin Chen; Guoxia Xu; Xiu Li 001 (CoRR, 2025)

Gamma: Toward Generic Image Assessment with Mixture of Assessment Experts. - Hantao Zhou; Rui Yang 010; Longxiang Tang; Guanyi Qin; Yan Zhang 002; Runze Hu; Xiu Li 001 (CoRR, 2025)

DreamRelation: Relation-Centric Video Customization. - Yujie Wei 001; Shiwei Zhang 001; Hangjie Yuan; Biao Gong; Longxiang Tang; Xiang Wang 012; Haonan Qiu; Hengjia Li; Shuai Tan; Yingya Zhang; Hongming Shan (CoRR, 2025)

Does Your Vision-Language Model Get Lost in the Long Video Sampling Dilemma? - Tianyuan Qu; Longxiang Tang; Bohao Peng; Senqiao Yang; Bei Yu 001; Jiaya Jia (CoRR, 2025)

UniAnimate-DiT: Human Image Animation with Large-Scale Video Diffusion Transformer. - Xiang Wang 012; Shiwei Zhang 001; Longxiang Tang; Yingya Zhang; Changxin Gao; Yuehuan Wang; Nong Sang (CoRR, 2025)

UnfoldIR: Rethinking Deep Unfolding Network in Illumination Degradation Image Restoration. - Chunming He; Rihan Zhang; Fengyang Xiao; Chengyu Fang 001; Longxiang Tang; Yulun Zhang 001; Sina Farsiu (CoRR, 2025)

AliTok: Towards Sequence Modeling Alignment between Tokenizer and Autoregressive Model. - Pingyu Wu; Kai Zhu 004; Yu Liu 063; Longxiang Tang; Jian Yang; Yansong Peng; Wei Zhai; Yang Cao 010; Zheng-Jun Zha (CoRR, 2025)

Diffusion Models in Low-Level Vision: A Survey. - Chunming He; Yuqi Shen; Chengyu Fang 001; Fengyang Xiao; Longxiang Tang; Yulun Zhang 001; Wangmeng Zuo; Zhenhua Guo 001; Xiu Li 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2025)

Exploiting Discriminative Codebook Prior for Autoregressive Image Generation. - Longxiang Tang; Ruihang Chu; Xiang Wang; Yujin Han; Pingyu Wu; Chunming He; Yingya Zhang; Shiwei Zhang; Jiaya Jia (CoRR, 2025)

Segment Concealed Objects With Incomplete Supervision. - Chunming He; Kai Li 012; Yachao Zhang 001; Ziyun Yang; Youwei Pang; Longxiang Tang; Chengyu Fang 001; Yulun Zhang 001; Linghe Kong; Xiu Li 001; Sina Farsiu (IEEE Trans. Pattern Anal. Mach. Intell., 2025)