{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,8,22]],"date-time":"2025-08-22T01:10:24Z","timestamp":1755825024471,"version":"3.44.0"},"publisher-location":"New York, NY, USA","reference-count":44,"publisher":"ACM","funder":[{"name":"Chongqing Academy of Social Sciences","award":["2021PY19"],"award-info":[{"award-number":["2021PY19"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2025,6,30]]},"DOI":"10.1145\/3731715.3733281","type":"proceedings-article","created":{"date-parts":[[2025,6,25]],"date-time":"2025-06-25T18:31:04Z","timestamp":1750876264000},"page":"1682-1690","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["BMUNet: When Pixel-Wise Precision Meets Global Context Dependency"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0009-0007-4462-5191","authenticated-orcid":false,"given":"Sizhe","family":"Yang","sequence":"first","affiliation":[{"name":"School of Computer and Information Science, Southwest University, Chongqing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0002-3550-0059","authenticated-orcid":false,"given":"Yutao","family":"Qin","sequence":"additional","affiliation":[{"name":"School of Computer and Information Science, Southwest University, Chongqing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6458-7635","authenticated-orcid":false,"given":"Wei","family":"Ren","sequence":"additional","affiliation":[{"name":"School of Computer and Information Science, Southwest University, Chongqing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2025,6,30]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2021.3126456"},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1007\/978--3-031--25066--8_9"},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2024.103280"},{"key":"e_1_3_2_1_4_1","volume-title":"Skin Lesion Analysis Toward Melanoma Detection 2018: A Challenge Hosted by the International Skin Imaging Collaboration (ISIC). arxiv","author":"Codella Noel","year":"1902","unstructured":"Noel Codella, Veronica Rotemberg, Philipp Tschandl, M. Emre Celebi, Stephen Dusza, David Gutman, Brian Helba, Aadi Kalloo, Konstantinos Liopyris, Michael Marchetti, Harald Kittler, and Allan Halpern. 2019. Skin Lesion Analysis Toward Melanoma Detection 2018: A Challenge Hosted by the International Skin Imaging Collaboration (ISIC). arxiv: 1902.03368 [cs.CV] https:\/\/arxiv.org\/abs\/1902.03368"},{"key":"e_1_3_2_1_5_1","volume-title":"International Conference on Machine Learning (ICML).","author":"Dao Tri","year":"2024","unstructured":"Tri Dao and Albert Gu. 2024. Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Duality. In International Conference on Machine Learning (ICML)."},{"key":"e_1_3_2_1_6_1","volume-title":"An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale. ICLR","author":"Dosovitskiy Alexey","year":"2021","unstructured":"Alexey Dosovitskiy, Lucas Beyer, Alexander Kolesnikov, Dirk Weissenborn, Xiaohua Zhai, Thomas Unterthiner, Mostafa Dehghani, Matthias Minderer, Georg Heigold, Sylvain Gelly, Jakob Uszkoreit, and Neil Houlsby. 2021. An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale. ICLR (2021)."},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1109\/WACV51458.2022.00181"},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"e_1_3_2_1_9_1","volume-title":"LocalMamba: Visual State Space Model with Windowed Selective Scan. arXiv preprint arXiv:2403.09338","author":"Huang Tao","year":"2024","unstructured":"Tao Huang, Xiaohuan Pei, Shan You, Fei Wang, Chen Qian, and Chang Xu. 2024. LocalMamba: Visual State Space Model with Windowed Selective Scan. arXiv preprint arXiv:2403.09338 (2024)."},{"key":"e_1_3_2_1_10_1","volume-title":"ACC-UNet: A Completely Convolutional UNet Model for the","author":"Ibtehaz Nabil","year":"2020","unstructured":"Nabil Ibtehaz and Daisuke Kihara. 2023. ACC-UNet: A Completely Convolutional UNet Model for the 2020s. In Medical Image Computing and Computer Assisted Intervention -- MICCAI 2023, Hayit Greenspan, Anant Madabhushi, Parvin Mousavi, Septimiu Salcudean, James Duncan, Tanveer Syeda-Mahmood, and Russell Taylor (Eds.). Springer Nature Switzerland, 692--702."},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.neunet.2019.08.025"},{"key":"e_1_3_2_1_12_1","volume-title":"Fahad Shahbaz Khan, and Mubarak Shah.","author":"Khan Salman","year":"2022","unstructured":"Salman Khan, Muzammal Naseer, Munawar Hayat, Syed Waqas Zamir, Fahad Shahbaz Khan, and Mubarak Shah. 2022. Transformers in vision: A survey. ACM computing surveys (CSUR), Vol. 54, 10s (2022), 1--41."},{"key":"e_1_3_2_1_13_1","volume-title":"Adam: A Method for Stochastic Optimization. In International Conference on Learning Representations (ICLR).","author":"Kingma Diederik P","year":"2015","unstructured":"Diederik P Kingma and Jimmy Ba. 2015. Adam: A Method for Stochastic Optimization. In International Conference on Learning Representations (ICLR)."},{"volume-title":"International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI).","author":"Neeraj","key":"e_1_3_2_1_14_1","unstructured":"Neeraj Kumar et al. 2017. A Multi-Organ Nucleus Segmentation Challenge. In International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI)."},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1109\/5.726791"},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.21037\/qims-21--1117"},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2021.3084827"},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.aiopen.2022.10.001"},{"key":"e_1_3_2_1_19_1","volume-title":"Swin-UMamba: Mamba-based UNet with ImageNet-based pretraining. arXiv preprint arXiv:2402.03302","author":"Liu Jiarun","year":"2024","unstructured":"Jiarun Liu, Hao Yang, Hong-Yu Zhou, Yan Xi, Lequan Yu, Yizhou Yu, Yong Liang, Guangming Shi, Shaoting Zhang, Hairong Zheng, and Shanshan Wang. 2024b. Swin-UMamba: Mamba-based UNet with ImageNet-based pretraining. arXiv preprint arXiv:2402.03302 (2024)."},{"key":"e_1_3_2_1_20_1","volume-title":"VMamba: Visual State Space Model. arXiv preprint arXiv:2401.10166","author":"Liu Yue","year":"2024","unstructured":"Yue Liu, Yunjie Tian, Yuzhong Zhao, Hongtian Yu, Lingxi Xie, Yaowei Wang, Qixiang Ye, and Yunfan Liu. 2024a. VMamba: Visual State Space Model. arXiv preprint arXiv:2401.10166 (2024)."},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00986"},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01167"},{"key":"e_1_3_2_1_23_1","volume-title":"SGDR: Stochastic Gradient Descent with Warm Restarts. In International Conference on Learning Representations (ICLR).","author":"Loshchilov Ilya","year":"2017","unstructured":"Ilya Loshchilov and Frank Hutter. 2017. SGDR: Stochastic Gradient Descent with Warm Restarts. In International Conference on Learning Representations (ICLR)."},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2021.3059968"},{"key":"e_1_3_2_1_25_1","volume-title":"An Image is Worth More Than 16\u00d716 Patches: Exploring Transformers on Individual Pixels. arXiv preprint arXiv:2406.09415","author":"Nguyen Duy-Kien","year":"2024","unstructured":"Duy-Kien Nguyen, Mahmoud Assran, Unnat Jain, Martin R. Oswald, Cees G. M. Snoek, and Xinlei Chen. 2024. An Image is Worth More Than 16\u00d716 Patches: Exploring Transformers on Individual Pixels. arXiv preprint arXiv:2406.09415 (2024). https:\/\/arxiv.org\/abs\/2406.09415"},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2024.3392941"},{"key":"e_1_3_2_1_27_1","first-page":"22","article-title":"Medical image segmentation: a review","volume":"2","author":"Patil Dinesh D","year":"2013","unstructured":"Dinesh D Patil and Sonal G Deore. 2013. Medical image segmentation: a review. International Journal of Computer Science and Mobile Computing, Vol. 2, 1 (2013), 22--27.","journal-title":"International Journal of Computer Science and Mobile Computing"},{"key":"e_1_3_2_1_28_1","unstructured":"David W. Romero David M. Knigge Albert Gu Erik J. Bekkers Efstratios Gavves Jakub M. Tomczak and Mark Hoogendoorn. 2022. Towards a General Purpose CNN for Long Range Dependencies in ND. WorkingPaper. First two authors contributed equally to this work."},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1007\/978--3--319--24574--4_28"},{"key":"e_1_3_2_1_30_1","unstructured":"Jiacheng Ruan Jincheng Li and Suncheng Xiang. 2024. VM-UNet: Vision Mamba UNet for Medical Image Segmentation. arxiv: 2402.02491 [eess.IV] https:\/\/arxiv.org\/abs\/2402.02491"},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.4103\/0971-6203.58777"},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.01683"},{"volume-title":"Gland Segmentation in Colon Histology Images: The GlaS Challenge Contest. In International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI).","author":"Korsuk","key":"e_1_3_2_1_33_1","unstructured":"Korsuk Sirinukunwattana et al. 2017. Gland Segmentation in Colon Histology Images: The GlaS Challenge Contest. In International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI)."},{"key":"e_1_3_2_1_34_1","volume-title":"Proceedings of The 10th Asian Conference on Machine Learning (Proceedings of Machine Learning Research","volume":"798","author":"Takahashi Ryo","year":"2018","unstructured":"Ryo Takahashi, Takashi Matsubara, and Kuniaki Uehara. 2018. RICAP: Random Image Cropping and Patching Data Augmentation for Deep CNNs. In Proceedings of The 10th Asian Conference on Machine Learning (Proceedings of Machine Learning Research, Vol. 95), Jun Zhu and Ichiro Takeuchi (Eds.). PMLR, 786--798. https:\/\/proceedings.mlr.press\/v95\/takahashi18a.html"},{"key":"e_1_3_2_1_35_1","volume-title":"Patel","author":"Jose Valanarasu Jeya Maria","year":"2021","unstructured":"Jeya Maria Jose Valanarasu, Poojan Oza, Ilker Hacihaliloglu, and Vishal M. Patel. 2021. Medical Transformer: Gated Axial-Attention for Medical Image Segmentation. In Medical Image Computing and Computer Assisted Intervention -- MICCAI 2021. Springer International Publishing, Cham, 36--46."},{"key":"e_1_3_2_1_36_1","volume-title":"Advances in Neural Information Processing Systems","volume":"30","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 Information Processing Systems, Vol. 30. https:\/\/papers.nips.cc\/paper\/7181-attention-is-all-you-need"},{"key":"e_1_3_2_1_37_1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v36i3.20144"},{"key":"e_1_3_2_1_38_1","volume-title":"LKM-UNet: Large Kernel Vision Mamba UNet for Medical Image Segmentation. In proceedings of Medical Image Computing and Computer Assisted Intervention -- MICCAI","author":"Wang Jinhong","year":"2024","unstructured":"Jinhong Wang, Jintai Chen, Danny Z. Chen, and Jian Wu. 2024. LKM-UNet: Large Kernel Vision Mamba UNet for Medical Image Segmentation. In proceedings of Medical Image Computing and Computer Assisted Intervention -- MICCAI 2024, Vol. LNCS 15008. Springer Nature Switzerland."},{"key":"e_1_3_2_1_39_1","volume-title":"GrootVL: Tree Topology is All You Need in State Space Model. arXiv preprint arXiv:2406.02395","author":"Xiao Yicheng","year":"2024","unstructured":"Yicheng Xiao, Lin Song, Shaoli Huang, Jiangshan Wang, Siyu Song, Yixiao Ge, Xiu Li, and Ying Shan. 2024. GrootVL: Tree Topology is All You Need in State Space Model. arXiv preprint arXiv:2406.02395 (2024)."},{"key":"e_1_3_2_1_40_1","volume-title":"Visual Mamba: A Survey and New Outlooks. arxiv: 2404.18861 [cs.CV]","author":"Xu Rui","year":"2024","unstructured":"Rui Xu, Shu Yang, Yihui Wang, Yu Cai, Bo Du, and Hao Chen. 2024a. Visual Mamba: A Survey and New Outlooks. arxiv: 2404.18861 [cs.CV]"},{"key":"e_1_3_2_1_41_1","volume-title":"Visual Mamba: A Survey and New Outlooks. arxiv: 2404.18861 [cs.CV]","author":"Xu Rui","year":"2024","unstructured":"Rui Xu, Shu Yang, Yihui Wang, Yu Cai, Bo Du, and Hao Chen. 2024b. Visual Mamba: A Survey and New Outlooks. arxiv: 2404.18861 [cs.CV]"},{"key":"e_1_3_2_1_42_1","volume-title":"A survey on vision mamba: Models, applications and challenges. arXiv preprint arXiv:2404.18861","author":"Xu Rui","year":"2024","unstructured":"Rui Xu, Shu Yang, Yihui Wang, Bo Du, and Hao Chen. 2024c. A survey on vision mamba: Models, applications and challenges. arXiv preprint arXiv:2404.18861 (2024)."},{"key":"e_1_3_2_1_43_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01055"},{"key":"e_1_3_2_1_44_1","volume-title":"Beyond Pixels: A Comprehensive Survey from Bottom-up to Semantic Image Segmentation and Cosegmentation. arxiv: 1502.00717 [cs.CV] https:\/\/arxiv.org\/abs\/1502.00717","author":"Zhu Hongyuan","year":"2015","unstructured":"Hongyuan Zhu, Fanman Meng, Jianfei Cai, and Shijian Lu. 2015. Beyond Pixels: A Comprehensive Survey from Bottom-up to Semantic Image Segmentation and Cosegmentation. arxiv: 1502.00717 [cs.CV] https:\/\/arxiv.org\/abs\/1502.00717"}],"event":{"name":"ICMR '25: International Conference on Multimedia Retrieval","sponsor":["SIGMM ACM Special Interest Group on Multimedia"],"location":"Chicago IL USA","acronym":"ICMR '25"},"container-title":["Proceedings of the 2025 International Conference on Multimedia Retrieval"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3731715.3733281","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,8,21]],"date-time":"2025-08-21T04:02:58Z","timestamp":1755748978000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3731715.3733281"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,6,30]]},"references-count":44,"alternative-id":["10.1145\/3731715.3733281","10.1145\/3731715"],"URL":"https:\/\/doi.org\/10.1145\/3731715.3733281","relation":{},"subject":[],"published":{"date-parts":[[2025,6,30]]},"assertion":[{"value":"2025-06-30","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}