Refining Context-Entangled Content Segmentation via Curriculum Selection and Anti-Curriculum Promotion.

Fengyang Xiao

Chunming He Rihan Zhang Fengyang Xiao Dingming Zhang Zhiwen Cao Sina Farsiu Refining Context-Entangled Content Segmentation via Curriculum Selection and Anti-Curriculum Promotion. 2026 February abs/2602.01183 CoRR https://doi.org/10.48550/arXiv.2602.01183 db/journals/corr/corr2602.html#abs-2602-01183 streams/journals/corr

Fengyang Xiao Jingjia Feng Peng Hu Dingming Zhang Lei Xu Guanyi Qin Lu Li Chunming He Sina Farsiu QualiTeacher: Quality-Conditioned Pseudo-Labeling for Real-World Image Restoration. 2026 March abs/2603.08030 CoRR https://doi.org/10.48550/arXiv.2603.08030 db/journals/corr/corr2603.html#abs-2603-08030 streams/journals/corr

Fengyang Xiao Peng Hu Lei Xu XingE Guo Guanyi Qin Yuqi Shen Chengyu Fang 0001 Rihan Zhang Chunming He Sina Farsiu Beyond Ground-Truth: Leveraging Image Quality Priors for Real-World Image Restoration. 2026 March abs/2603.29773 CoRR https://doi.org/10.48550/arXiv.2603.29773 db/journals/corr/corr2603.html#abs-2603-29773 streams/journals/corr

Chunming He Rihan Zhang Dingming Zhang Chengyu Fang 0001 Longxiang Tang Jingjia Feng Fengyang Xiao Sina Farsiu RIDE: Retinex-Informed Decoupling for Exposing Concealed Objects. 2026 May abs/2605.15450 CoRR https://doi.org/10.48550/arXiv.2605.15450 db/journals/corr/corr2605.html#abs-2605-15450 streams/journals/corr

Chunming He Yuqi Shen Chengyu Fang 0001 Fengyang Xiao Longxiang Tang Yulun Zhang 0001 Wangmeng Zuo Zhenhua Guo 0001 Xiu Li 0001 Diffusion Models in Low-Level Vision: A Survey. 4630-4651 2025 June 47 IEEE Trans. Pattern Anal. Mach. Intell. 6 https://doi.org/10.1109/TPAMI.2025.3545047 db/journals/pami/pami47.html#HeSFXTZZGL25 streams/journals/pami

Chunming He Rihan Zhang Fengyang Xiao Chengyu Fang 0001 Longxiang Tang Yulun Zhang 0001 Linghe Kong Deng-Ping Fan Kai Li 0012 Sina Farsiu RUN: Reversible Unfolding Network for Concealed Object Segmentation. 2025 ICML https://proceedings.mlr.press/v267/he25w.html https://openreview.net/forum?id=tiYNbKwL7T conf/icml/2025 db/conf/icml/icml2025.html#HeZX0T0KF0F25

Chunming He Rihan Zhang Fengyang Xiao Chenyu Fang Longxiang Tang Yulun Zhang 0001 Linghe Kong Deng-Ping Fan Kai Li 0012 Sina Farsiu RUN: Reversible Unfolding Network for Concealed Object Segmentation. 2025 January abs/2501.18783 CoRR https://doi.org/10.48550/arXiv.2501.18783 db/journals/corr/corr2501.html#abs-2501-18783 streams/journals/corr

Chunming He Rihan Zhang Fengyang Xiao Chengyu Fang 0001 Longxiang Tang Yulun Zhang 0001 Sina Farsiu UnfoldIR: Rethinking Deep Unfolding Network in Illumination Degradation Image Restoration. 2025 May abs/2505.06683 CoRR https://doi.org/10.48550/arXiv.2505.06683 db/journals/corr/corr2505.html#abs-2505-06683 streams/journals/corr

Pan Zhang Fengyang Xiao Lu Li A novel efficient structure-preserving exponential integrator for Hamiltonian systems. 2025 June abs/2506.07072 CoRR https://doi.org/10.48550/arXiv.2506.07072 db/journals/corr/corr2506.html#abs-2506-07072 streams/journals/corr

Yuqi Shen Fengyang Xiao Sujie Hu Youwei Pang Yifan Pu Chengyu Fang 0001 Xiu Li 0001 Chunming He Uncertainty-Masked Bernoulli Diffusion for Camouflaged Object Detection Refinement. 2025 June abs/2506.10712 CoRR https://doi.org/10.48550/arXiv.2506.10712 db/journals/corr/corr2506.html#abs-2506-10712 streams/journals/corr

Chunming He Fengyang Xiao Rihan Zhang Chengyu Fang 0001 Deng-Ping Fan Sina Farsiu Reversible Unfolding Network for Concealed Visual Perception with Generative Refinement. 2025 August abs/2508.15027 CoRR https://doi.org/10.48550/arXiv.2508.15027 db/journals/corr/corr2508.html#abs-2508-15027 streams/journals/corr

Chunming He Rihan Zhang Zheng Chen Bowen Yang Chengyu Fang 0001 Yunlong Lin Fengyang Xiao Sina Farsiu UnfoldLDM: Deep Unfolding-based Blind Image Restoration with Latent Diffusion Priors. 2025 November abs/2511.18152 CoRR https://doi.org/10.48550/arXiv.2511.18152 db/journals/corr/corr2511.html#abs-2511-18152 streams/journals/corr

Chunming He Rihan Zhang Dingming Zhang Fengyang Xiao Deng-Ping Fan Sina Farsiu Nested Unfolding Network for Real-World Concealed Object Segmentation. 2025 November abs/2511.18164 CoRR https://doi.org/10.48550/arXiv.2511.18164 db/journals/corr/corr2511.html#abs-2511-18164 streams/journals/corr

Chengyu Fang 0001 Chunming He Fengyang Xiao Yulun Zhang 0001 Longxiang Tang Yuelin Zhang Kai Li 0012 Xiu Li 0001 Real-world Image Dehazing with Coherence-based Pseudo Labeling and Cooperative Unfolding Network. 2024 NeurIPS http://papers.nips.cc/paper_files/paper/2024/hash/b157cfde6794e93b2353b9712bbd45a5-Abstract-Conference.html conf/nips/2024 db/conf/nips/neurips2024.html#FangHX0TZL024

Fengyang Xiao Pan Zhang Chunming He Runze Hu Yutao Liu 0002 Concealed Object Segmentation with Hierarchical Coherence Modeling. 2024 abs/2401.11767 CoRR https://doi.org/10.48550/arXiv.2401.11767 db/journals/corr/corr2401.html#abs-2401-11767

Chengyu Fang 0001 Chunming He Fengyang Xiao Yulun Zhang 0001 Longxiang Tang Yuelin Zhang Kai Li 0012 Xiu Li 0001 Real-world Image Dehazing with Coherence-based Label Generator and Cooperative Unfolding Network. 2024 abs/2406.07966 CoRR https://doi.org/10.48550/arXiv.2406.07966 db/journals/corr/corr2406.html#abs-2406-07966

Chunming He Yuqi Shen Chengyu Fang 0001 Fengyang Xiao Longxiang Tang Yulun Zhang 0001 Wangmeng Zuo Zhenhua Guo 0001 Xiu Li 0001 Diffusion Models in Low-Level Vision: A Survey. 2024 abs/2406.11138 CoRR https://doi.org/10.48550/arXiv.2406.11138 db/journals/corr/corr2406.html#abs-2406-11138 streams/journals/corr

Fengyang Xiao Sujie Hu Yuqi Shen Chengyu Fang 0001 Jinfa Huang Chunming He Longxiang Tang Ziyun Yang Xiu Li 0001 A Survey of Camouflaged Object Detection and Beyond. 2024 abs/2408.14562 CoRR https://doi.org/10.48550/arXiv.2408.14562 db/journals/corr/corr2408.html#abs-2408-14562 streams/journals/corr

Fengyang Xiao Pan Zhang Chunming He Runze Hu Yutao Liu 0002 Concealed Object Segmentation with Hierarchical Coherence Modeling. 16-27 2023 CICAI (1) https://doi.org/10.1007/978-981-99-8850-1_2 conf/cicai/2023-1 db/conf/cicai/cicai2023-1.html#XiaoZHHL23

Chunming He Chengyu Fang 0001 Yulun Zhang 0001 Kai Li 0012 Longxiang Tang Chenyu You Fengyang Xiao Zhenhua Guo 0001 Xiu Li 0001 Reti-Diff: Illumination Degradation Image Restoration with Retinex-based Latent Diffusion Model. 2023 abs/2311.11638 CoRR https://doi.org/10.48550/arXiv.2311.11638 db/journals/corr/corr2311.html#abs-2311-11638

Zhiwen Cao Zheng Chen Deng-Ping Fan Chengyu Fang 0001 Chenyu Fang Sina Farsiu Jingjia Feng XingE Guo Zhenhua Guo 0001 Chunming He Peng Hu Runze Hu Sujie Hu Jinfa Huang Linghe Kong Kai Li 0012 Lu Li Xiu Li 0001 Yunlong Lin Yutao Liu 0002 Youwei Pang Yifan Pu Guanyi Qin Yuqi Shen Longxiang Tang Lei Xu Bowen Yang Ziyun Yang Chenyu You Dingming Zhang Pan Zhang Rihan Zhang Yuelin Zhang Yulun Zhang 0001 Wangmeng Zuo