{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,4]],"date-time":"2026-03-04T17:05:55Z","timestamp":1772643955121,"version":"3.50.1"},"publisher-location":"New York, NY, USA","reference-count":55,"publisher":"ACM","funder":[{"name":"Shenzhen Science and Technology Program","award":["Nos. JCYJ20230807120010021 and JCYJ202308071 15959041"],"award-info":[{"award-number":["Nos. JCYJ20230807120010021 and JCYJ202308071 15959041"]}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["No. 6247 6052"],"award-info":[{"award-number":["No. 6247 6052"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Sichuan Science and Technology Program","award":["Nos. 2024NSFSC 1473 and 2024ZYD0268"],"award-info":[{"award-number":["Nos. 2024NSFSC 1473 and 2024ZYD0268"]}]},{"name":"Sichuan Provincial Natural Science Foundation","award":["No. 2024NSFSC0520"],"award-info":[{"award-number":["No. 2024NSFSC0520"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2025,10,27]]},"DOI":"10.1145\/3746027.3754934","type":"proceedings-article","created":{"date-parts":[[2025,10,25]],"date-time":"2025-10-25T06:47:18Z","timestamp":1761374838000},"page":"2977-2986","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":1,"title":["Lightweight Medical Image Restoration via Integrating Reliable Lesion-Semantic Driven Prior"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0009-0004-3323-9170","authenticated-orcid":false,"given":"Pengcheng","family":"Zheng","sequence":"first","affiliation":[{"name":"University of Electronic Science and Technology of China, Chengdu, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6657-3221","authenticated-orcid":false,"given":"Kecheng","family":"Chen","sequence":"additional","affiliation":[{"name":"City University of Hong Kong, Hong Kong, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1893-7662","authenticated-orcid":false,"given":"Jiaxin","family":"Huang","sequence":"additional","affiliation":[{"name":"Mohamed bin Zayed University of Artificial Intelligence, Abu Dhabi, United Arab Emirates"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0002-7153-8185","authenticated-orcid":false,"given":"Bohao","family":"Chen","sequence":"additional","affiliation":[{"name":"University of Electronic Science and Technology of China, Chengdu, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0000-5164-9115","authenticated-orcid":false,"given":"Ju","family":"Liu","sequence":"additional","affiliation":[{"name":"University of Electronic Science and Technology of China, Chengdu, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7705-4603","authenticated-orcid":false,"given":"Yazhou","family":"Ren","sequence":"additional","affiliation":[{"name":"University of Electronic Science and Technology of China, Chengdu, China and Shenzhen Institute for Advanced Study, University of Electronic Science and Technology of China, Shenzhen, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7387-7194","authenticated-orcid":false,"given":"Xiaorong","family":"Pu","sequence":"additional","affiliation":[{"name":"University of Electronic Science and Technology of China, Chengdu, China and Shenzhen Institute for Advanced Study, University of Electronic Science and Technology of China, Shenzhen, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2025,10,27]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1109\/DSPWS.2006.265481"},{"key":"e_1_3_2_1_2_1","volume-title":"Partial","author":"Billot Benjamin","year":"2020","unstructured":"Benjamin Billot, Eleanor Robinson, Adrian V Dalca, and Juan Eugenio Iglesias. 2020. Partial volume segmentation of brain MRI scans of any resolution and contrast. In Medical Image Computing and Computer Assisted Intervention-MICCAI 2020: 23rd International Conference, Lima, Peru, October 4-8, 2020, Proceedings, Part VII 23. Springer, 177-187."},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2005.845320"},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2017.2715284"},{"key":"e_1_3_2_1_5_1","volume-title":"Varut Vardhanabhuti, Hong Yan, and Haoliang Li.","author":"Chen Kecheng","year":"2024","unstructured":"Kecheng Chen, Jie Liu, Renjie Wan, Victor Ho-Fun Lee, Varut Vardhanabhuti, Hong Yan, and Haoliang Li. 2024. Unsupervised Domain Adaptation for Low-Dose CT Reconstruction via Bayesian Uncertainty Alignment. IEEE Transactions on Neural Networks and Learning Systems (2024)."},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1145\/3474085.3475480"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.02142"},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"crossref","unstructured":"Merlise Clyde and Edward I George. 2004. Model uncertainty. (2004).","DOI":"10.1214\/088342304000000035"},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2010.2051680"},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.00908"},{"key":"e_1_3_2_1_11_1","volume-title":"ReconFormer: Accelerated MRI reconstruction using recurrent transformer","author":"Guo Pengfei","year":"2023","unstructured":"Pengfei Guo, Yiqun Mei, Jinyuan Zhou, Shanshan Jiang, and Vishal M Patel. 2023. ReconFormer: Accelerated MRI reconstruction using recurrent transformer. IEEE Transactions on Medical Imaging (2023)."},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-80432-9_22"},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"e_1_3_2_1_14_1","first-page":"21713","article-title":"Uncertainty-aware learning for zero-shot semantic segmentation","volume":"33","author":"Hu Ping","year":"2020","unstructured":"Ping Hu, Stan Sclaroff, and Kate Saenko. 2020. Uncertainty-aware learning for zero-shot semantic segmentation. Advances in Neural Information Processing Systems, Vol. 33 (2020), 21713-21724.","journal-title":"Advances in Neural Information Processing Systems"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICDSCA56264.2022.9988090"},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v38i3.28008"},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51070.2023.02052"},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00530-023-01202-x"},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00495"},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1109\/TASSP.1981.1163711"},{"key":"e_1_3_2_1_21_1","volume-title":"Adam: A method for stochastic optimization. arXiv preprint arXiv:1412.6980","author":"Kingma Diederik P","year":"2014","unstructured":"Diederik P Kingma. 2014. Adam: A method for stochastic optimization. arXiv preprint arXiv:1412.6980 (2014)."},{"key":"e_1_3_2_1_22_1","volume-title":"Jamie Ryan Kiros, and Geoffrey E Hinton","author":"Ba Jimmy Lei","year":"2016","unstructured":"Jimmy Lei Ba, Jamie Ryan Kiros, and Geoffrey E Hinton. 2016. Layer normalization. ArXiv e-prints (2016), arXiv-1607."},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCVW54120.2021.00210"},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPRW.2017.151"},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00986"},{"key":"e_1_3_2_1_26_1","volume-title":"Sgdr: Stochastic gradient descent with warm restarts. arXiv preprint arXiv:1608.03983","author":"Loshchilov Ilya","year":"2016","unstructured":"Ilya Loshchilov and Frank Hutter. 2016. Sgdr: Stochastic gradient descent with warm restarts. arXiv preprint arXiv:1608.03983 (2016)."},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-024-44824-z"},{"key":"e_1_3_2_1_28_1","volume-title":"Proc. IEEE\/CVF Conf. Comput. Vis. Pattern Recognit. Workshops (CVPRW). 2555-2558","author":"Maleki Danial","year":"2018","unstructured":"Danial Maleki, Soheila Nadalian, Mohammad Mahdi Derakhshani, and Mohammad Amin Sadeghi. 2018. Blockcnn: A deep network for artifact removal and image compression. In Proc. IEEE\/CVF Conf. Comput. Vis. Pattern Recognit. Workshops (CVPRW). 2555-2558."},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v37i2.25281"},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2024.3391177"},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1162\/154247603770383406"},{"key":"e_1_3_2_1_32_1","volume-title":"TorchIO: a Python library for efficient loading, preprocessing, augmentation and patch-based sampling of medical images in deep learning. Computer methods and programs in biomedicine","author":"P\u00e9rez-Garc\u00eda Fernando","year":"2021","unstructured":"Fernando P\u00e9rez-Garc\u00eda, Rachel Sparks, and S\u00e9bastien Ourselin. 2021. TorchIO: a Python library for efficient loading, preprocessing, augmentation and patch-based sampling of medical images in deep learning. Computer methods and programs in biomedicine, Vol. 208 (2021), 106236."},{"key":"e_1_3_2_1_33_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.00672"},{"key":"e_1_3_2_1_34_1","unstructured":"Yongming Rao Wenliang Zhao Yansong Tang Jie Zhou Ser-Lam Lim and Jiwen Lu. 2022. HorNet: Efficient High-Order Spatial Interactions with Recursive Gated Convolutions. In Advances in Neural Inf. Process. Syst."},{"key":"e_1_3_2_1_35_1","volume-title":"The perceptron: a probabilistic model for information storage and organization in the brain. Psychological review","author":"Rosenblatt Frank","year":"1958","unstructured":"Frank Rosenblatt. 1958. The perceptron: a probabilistic model for information storage and organization in the brain. Psychological review, Vol. 65, 6 (1958), 386."},{"key":"e_1_3_2_1_36_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.00342"},{"key":"e_1_3_2_1_37_1","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2002.808367"},{"key":"e_1_3_2_1_38_1","doi-asserted-by":"publisher","DOI":"10.1038\/s42256-019-0057-9"},{"key":"e_1_3_2_1_39_1","unstructured":"Richard Shaw Carole Sudre Sebastien Ourselin and M Jorge Cardoso. 2019. MRI k-space motion artefact augmentation: model robustness and task-specific uncertainty. (2019)."},{"key":"e_1_3_2_1_40_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2005.859378"},{"key":"e_1_3_2_1_41_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.207"},{"key":"e_1_3_2_1_42_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2017.02.007"},{"key":"e_1_3_2_1_43_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-20053-3_27"},{"key":"e_1_3_2_1_44_1","first-page":"5998","article-title":"Attention is all you need","author":"Vaswani Ashish","year":"2017","unstructured":"Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, \u0141ukasz Kaiser, and Illia Polosukhin. 2017. Attention is all you need. In Advances in Neural Inf. Process. Syst., 5998-6008.","journal-title":"Advances in Neural Inf. Process. Syst."},{"key":"e_1_3_2_1_45_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2003.819861"},{"key":"e_1_3_2_1_46_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01716"},{"key":"e_1_3_2_1_47_1","volume-title":"MaxSR: Image Super-Resolution Using Improved MaxViT. arXiv preprint arXiv:2307.07240","author":"Yang Bincheng","year":"2023","unstructured":"Bincheng Yang and Gangshan Wu. 2023. MaxSR: Image Super-Resolution Using Improved MaxViT. arXiv preprint arXiv:2307.07240 (2023)."},{"key":"e_1_3_2_1_48_1","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2018.2827462"},{"key":"e_1_3_2_1_49_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.00564"},{"key":"e_1_3_2_1_50_1","volume-title":"Xformer: Hybrid x-shaped transformer for image denoising. arXiv preprint arXiv:2303.06440","author":"Zhang Jiale","year":"2023","unstructured":"Jiale Zhang, Yulun Zhang, Jinjin Gu, Jiahua Dong, Linghe Kong, and Xiaokang Yang. 2023b. Xformer: Hybrid x-shaped transformer for image denoising. arXiv preprint arXiv:2303.06440 (2023)."},{"key":"e_1_3_2_1_51_1","volume-title":"Proc. Int. Conf. Learn. Representations. (ICLR).","author":"Zhang Jiale","year":"2023","unstructured":"Jiale Zhang, Yulun Zhang, Jinjin Gu, Yongbing Zhang, Linghe Kong, and Xin Yuan. 2023c. Accurate Image Restoration with Attention Retractable Transformer. In Proc. Int. Conf. Learn. Representations. (ICLR)."},{"key":"e_1_3_2_1_52_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00068"},{"key":"e_1_3_2_1_53_1","doi-asserted-by":"publisher","DOI":"10.1007\/s41365-023-01208-0"},{"key":"e_1_3_2_1_54_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-01234-2_18"},{"key":"e_1_3_2_1_55_1","doi-asserted-by":"publisher","DOI":"10.3390\/rs15123171"}],"event":{"name":"MM '25: The 33rd ACM International Conference on Multimedia","location":"Dublin Ireland","acronym":"MM '25","sponsor":["SIGMM ACM Special Interest Group on Multimedia"]},"container-title":["Proceedings of the 33rd ACM International Conference on Multimedia"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3746027.3754934","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,12,10]],"date-time":"2025-12-10T04:16:28Z","timestamp":1765340188000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3746027.3754934"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,10,27]]},"references-count":55,"alternative-id":["10.1145\/3746027.3754934","10.1145\/3746027"],"URL":"https:\/\/doi.org\/10.1145\/3746027.3754934","relation":{},"subject":[],"published":{"date-parts":[[2025,10,27]]},"assertion":[{"value":"2025-10-27","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}