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@inproceedings{bb24902,
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@inproceedings{bb24904,
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@inproceedings{bb24922,
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@inproceedings{bb24937,
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        NUMBER = "12",
        MONTH = "December",
        PAGES = "12496-12509",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23356"}

@article{bb24966,
        AUTHOR = "Wu, Z.J. and Liu, W.H. and Wang, J.C. and Li, J. and Huang, D.J.",
        TITLE = "FrePrompter: Frequency self-prompt for all-in-one image restoration",
        JOURNAL = PR,
        VOLUME = "161",
        YEAR = "2025",
        PAGES = "111223",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23357"}

@article{bb24967,
        AUTHOR = "Zhu, L.H.",
        TITLE = "Multi-Expert Adaptive Selection: Task-Balancing for All-in-One Image
Restoration",
        JOURNAL = CirSysVideo,
        VOLUME = "35",
        YEAR = "2025",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "4619-4634",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23358"}

@article{bb24968,
        AUTHOR = "Yang, S. and Hu, B. and Liu, F. and Wu, X.X. and Ding, W.P. and Zhou, J.",
        TITLE = "IPT-ILR: Image Pyramid Transformer Coupled With Information Loss
Regularization for All-in-One Image Restoration",
        JOURNAL = CirSysVideo,
        VOLUME = "35",
        YEAR = "2025",
        NUMBER = "5",
        MONTH = "May",
        PAGES = "4341-4356",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23359"}

@article{bb24969,
        AUTHOR = "Liu, X.M. and Nie, L.Q.",
        TITLE = "Learning Dynamic Prompts for All-in-One Image Restoration",
        JOURNAL = IP,
        VOLUME = "34",
        YEAR = "2025",
        PAGES = "3997-4010",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23360"}

@article{bb24970,
        AUTHOR = "Wu, G. and Jiang, J.J. and Jiang, K. and Liu, X.M. and Nie, L.Q.",
        TITLE = "Beyond Degradation Redundancy: Contrastive Prompt Learning for
All-in-One Image Restoration",
        JOURNAL = PAMI,
        VOLUME = "48",
        YEAR = "2026",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "4005-4022",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23361"}

@article{bb24971,
        AUTHOR = "Wu, G. and Jiang, J.J. and Jiang, K. and Liu, X.M. and Nie, L.Q.",
        TITLE = "DSwinIR: Rethinking Window-Based Attention for Image Restoration",
        JOURNAL = PAMI,
        VOLUME = "48",
        YEAR = "2026",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "4350-4366",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23362"}

@article{bb24972,
        AUTHOR = "Tang, X.L. and Gu, X. and He, X.Y. and Hu, X. and Sun, J.",
        TITLE = "Degradation-Aware Residual-Conditioned Optimal Transport for Unified
Image Restoration",
        JOURNAL = PAMI,
        VOLUME = "47",
        YEAR = "2025",
        NUMBER = "8",
        MONTH = "August",
        PAGES = "6764-6779",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23363"}

@article{bb24973,
        AUTHOR = "Nguyen, B.A. and Kha, M.B. and Dao, D.M. and Nguyen, H.K. and Nguyen, M.D. and Nguyen, T.V. and Rathnayake, N. and Hoshino, Y. and Dang, T.L.",
        TITLE = "UFR-GAN: A lightweight multi-degradation image restoration model",
        JOURNAL = PRL,
        VOLUME = "197",
        YEAR = "2025",
        PAGES = "282-287",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23364"}

@article{bb24974,
        AUTHOR = "Wu, C. and Wang, P. and Zheng, Z.R.",
        TITLE = "Re-examine all-in-one image restoration: A catastrophic forgetting
perspective",
        JOURNAL = PRL,
        VOLUME = "197",
        YEAR = "2025",
        PAGES = "161-167",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23365"}

@article{bb24975,
        AUTHOR = "Siddiqua, M. and Akhter, N. and Zameer, A. and Khurshid, J.",
        TITLE = "MCCGAN: An All-In-One Image Restoration Under Adverse Conditions Using
Multidomain Contextual Conditional GAN",
        JOURNAL = IJIG,
        VOLUME = "25",
        YEAR = "2025",
        NUMBER = "2",
        MONTH = "March",
        PAGES = "2550011",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23366"}

@article{bb24976,
        AUTHOR = "Sun, W. and Wang, Q. and Wang, Y.Q. and Hou, Z.Q. and Yan, Q. and Zhang, Y.N.",
        TITLE = "AdaPrompt-IR: Adaptive learning to perceive degradation semantic and
prompting for all-in-one image restoration",
        JOURNAL = PR,
        VOLUME = "169",
        YEAR = "2026",
        PAGES = "111875",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23367"}

@article{bb24977,
        AUTHOR = "Xue, M.L. and He, J.H. and Palaiahnakote, S. and Zhou, M.L.",
        TITLE = "Unified image restoration and enhancement: Degradation calibrated
cycle reconstruction diffusion model",
        JOURNAL = PR,
        VOLUME = "171",
        YEAR = "2026",
        PAGES = "112073",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23368"}

@article{bb24978,
        AUTHOR = "Zhang, H. and Zhang, X. and Cai, N. and Di, J.L. and Zhang, Y.",
        TITLE = "Joint multi-dimensional dynamic attention and transformer for general
image restoration",
        JOURNAL = CVIU,
        VOLUME = "261",
        YEAR = "2025",
        PAGES = "104491",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23369"}

@article{bb24979,
        AUTHOR = "Jiang, J.J. and Zuo, Z. and Wu, G. and Jiang, K. and Liu, X.M.",
        TITLE = "A Survey on All-in-One Image Restoration: Taxonomy, Evaluation and
Future Trends",
        JOURNAL = PAMI,
        VOLUME = "47",
        YEAR = "2025",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "11892-11911",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23370"}

@article{bb24980,
        AUTHOR = "Wang, P. and Su, X. and Zheng, Z.R.",
        TITLE = "Instance-Wise Privacy Preservation for All-in-One Image Restoration",
        JOURNAL = SPLetters,
        VOLUME = "32",
        YEAR = "2025",
        PAGES = "4214-4218",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23371"}

@article{bb24981,
        AUTHOR = "Zheng, Z.R. and Wang, P. and Hu, L.B. and Su, X.",
        TITLE = "TSFormer:
Efficient Ultra-High-Definition Image Restoration via Trusted Min-p",
        JOURNAL = IP,
        VOLUME = "35",
        YEAR = "2026",
        PAGES = "247-259",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23372"}

@inproceedings{bb24982,
        AUTHOR = "Liang, J. and Timofte, R. and Yi, Q. and Zhang, Z.Q. and Liu, S.Z. and Sun, L.C. and Wu, R.Y. and Zhang, X.D. and Zeng, H. and Zhang, L. and Hao, T.Y. and Wang, L. and Xiao, Z. and Ji, P.Z. and Zhong, S.P. and Wang, X.M. and Wang, X.M. and Yan, J.Q. and Pan, S. and Wang, C. and Huang, Y.B. and Wang, Z.S. and Liang, H. and Pan, Z.H. and Wu, J.J. and Zuo, Y. and Zhou, Y.B.",
        TITLE = "NTIRE 2025 the 2nd Restore Any Image Model (RAIM) in the Wild
Challenge",
        BOOKTITLE = NTIRE25,
        YEAR = "2025",
        PAGES = "1260-1269",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23373"}

@article{bb24983,
        AUTHOR = "Xu, Y.M. and Gao, N.X. and Zhong, Y.S. and Chao, F. and Ji, R.R.",
        TITLE = "ARF: Arbitrary Routing Framework for All-in-One Image Restoration",
        JOURNAL = Cyber,
        VOLUME = "55",
        YEAR = "2025",
        NUMBER = "12",
        MONTH = "December",
        PAGES = "5963-5974",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23374"}

@article{bb24984,
        AUTHOR = "Wang, Y.Z. and Li, Y.J. and Zheng, Z.R. and Zhang, X.P. and Wei, M.Q.",
        TITLE = "M2Restore: Mixture-of-Experts-Based Mamba-CNN Fusion Framework for
All-in-One Image Restoration",
        JOURNAL = IP,
        VOLUME = "34",
        YEAR = "2025",
        PAGES = "8086-8100",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23375"}

@article{bb24985,
        AUTHOR = "Cui, Y.N. and Ren, W.Q. and Knoll, A.",
        TITLE = "Focal Modulation for Image Restoration",
        JOURNAL = IJCV,
        VOLUME = "134",
        YEAR = "2026",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "6",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23376"}

@article{bb24986,
        AUTHOR = "Park, C.H. and Choi, H.D.",
        TITLE = "Towards maximizing feature efficiency: All-in-one image restoration
via radial basis attention",
        JOURNAL = PR,
        VOLUME = "173",
        YEAR = "2026",
        PAGES = "112815",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23377"}

@article{bb24987,
        AUTHOR = "Lv, H.Y. and He, X. and Liu, F.N. and Peng, H. and Chen, N. and Li, S.Y. and He, J.",
        TITLE = "Boosting All-in-One UAV Image Restoration via Degradation-Aware
Frequency Prompt State Space Model",
        JOURNAL = RS,
        VOLUME = "18",
        YEAR = "2026",
        NUMBER = "2",
        PAGES = "354",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23378"}

@article{bb24988,
        AUTHOR = "Liu, S.H. and Zuo, K. and Xiao, H.",
        TITLE = "DELNet+: Dynamic Expert Library Image Continual Restoration Network",
        JOURNAL = IVC,
        VOLUME = "168",
        YEAR = "2026",
        PAGES = "105917",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23379"}

@article{bb24989,
        AUTHOR = "Zhang, X. and Ma, J.Q. and Wang, G. and Zhang, Q. and Zhang, H. and Zhang, L.",
        TITLE = "Perceive-IR: Learning to Perceive Degradation Better for All-in-One
Image Restoration",
        JOURNAL = IP,
        VOLUME = "35",
        YEAR = "2026",
        PAGES = "2018-2033",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23380"}

@article{bb24990,
        AUTHOR = "Wu, J.X. and Pan, S.C. and Li, N.Q. and Chen, B. and An, B. and Wang, Z. and Wang, Y.W. and Xia, S.T.",
        TITLE = "Universal image restoration via task-adaptive diffusion degradation
oriented model",
        JOURNAL = PR,
        VOLUME = "176",
        YEAR = "2026",
        PAGES = "113193",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23381"}

@inproceedings{bb24991,
        AUTHOR = "Tian, X.P. and Liao, X.Y. and Liu, X. and Li, M. and Ren, C.",
        TITLE = "Degradation-Aware Feature Perturbation for All-in-One Image
Restoration",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "28165-28175",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23382"}

@inproceedings{bb24992,
        AUTHOR = "Luo, W.Y. and Qin, H. and Chen, Z. and Wang, L. and Zheng, D.D. and Li, Y.M. and Liu, Y.F. and Li, B. and Hu, W.M.",
        TITLE = "Visual-Instructed Degradation Diffusion for All-in-One Image
Restoration",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "12764-12777",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23383"}

@inproceedings{bb24993,
        AUTHOR = "Qin, C.J. and Wu, R.Q. and Liu, Z. and Lin, X. and Guo, C.L. and Park, H.H. and Li, C.Y.",
        TITLE = "Restore Anything with Masks: Leveraging Mask Image Modeling for Blind
All-in-one Image Restoration",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "XLV: 364-380",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23384"}

@inproceedings{bb24994,
        AUTHOR = "Ai, Y. and Huang, H.B. and Zhou, X.Q. and Wang, J.X. and He, R.",
        TITLE = "Multimodal Prompt Perceiver: Empower Adaptiveness, Generalizability
and Fidelity for All-in-One Image Restoration",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "25432-25444",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23385"}

@inproceedings{bb24995,
        AUTHOR = "Zeng, H.M. and Li, J.C. and Zheng, Z.Q. and Xiong, Z.W.",
        TITLE = "All-in-One Image Compression and Restoration",
        BOOKTITLE = WACV25,
        YEAR = "2025",
        PAGES = "609-619",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23386"}

@inproceedings{bb24996,
        AUTHOR = "Jiang, Y.T. and Zhang, Z.Y. and Xue, T.F. and Gu, J.",
        TITLE = "Autodir: Automatic All-in-one Image Restoration with Latent Diffusion",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "XL: 340-359",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23387"}

@inproceedings{bb24997,
        AUTHOR = "Park, D. and Lee, B.H. and Chun, S.Y.",
        TITLE = "All-in-One Image Restoration for Unknown Degradations Using Adaptive
Discriminative Filters for Specific Degradations",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "5815-5824",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23388"}

@inproceedings{bb24998,
        AUTHOR = "Shin, W. and Ahn, N. and Moon, J.H. and Sohn, K.A.",
        TITLE = "Exploiting Distortion Information for Multi-degraded Image
Restoration",
        BOOKTITLE = NTIRE22,
        YEAR = "2022",
        PAGES = "536-545",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23389"}

@inproceedings{bb24999,
        AUTHOR = "Li, B. and Liu, X. and Hu, P. and Wu, Z.Q. and Lv, J.C. and Peng, X.",
        TITLE = "All-In-One Image Restoration for Unknown Corruption",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
        PAGES = "17431-17441",
        BIBSOURCE = "http://www.visionbib.com/bibliography/image-proc120allin1.html#TT23390"}