Segmentation

LeFevre, James D.; Robb, W. Hudson; Liu, Dandan; Jackson, T. Bryan; Pechman, Kimberly R.; Shashikumar, Niranjana; Vyas, Yukti; Landman, Bennett A.; Davis, L. Taylor; Hohman, Timothy J.; Jefferson, Angela L. (2026). A comparative evaluation of multiple enlarged perivascular space segmentation tools. Magnetic Resonance Imaging, 134, 110749. https://doi.org/10.1016/j.mri.2026.110749… Read More

Li, Hao; Li, Haoxuan. (2026). Correction-aware interactive 3D tumor segmentation with sparse and revisable prompts. Visual Computer, 42(9), 370. https://doi.org/10.1007/s00371-026-04560-5 Interactive 3D tumor segmentation allows users to correct computer-generated tumor outlines using visual prompts such as clicks, boxes, and scribbles. However, many existing methods are developed… Read More

Li, Hao; Masood, Anum. (2026). HAT-SAM3: Endoscopy-aware adaptation of a foundation segmentation model for generalizable polyp segmentation. The Visual Computer, 42(9), 371. https://doi.org/10.1007/s00371-026-04562-3 This study addresses the challenge of automatic polyp segmentation, the process of identifying and outlining polyps in colonoscopy images. While many artificial intelligence (AI) models… Read More

Liu, Yilin.; Wang, Hanchen David.; Fu, Haowei.; Mason, Madison Lee.; Li, Fanjie.; Wise, Alyssa.; Levin, Daniel T.; Biswas, Gautam.; Ma, Meiyi. (2026). SmartSeg: A non-parametric approach for wearable camera video temporal segmentation. Pervasive and Mobile Computing, 121, 102223. https://doi.org/10.1016/j.pmcj.2026.102223 Wearable cameras can record daily life in a… Read More

Zhang, Jinwei; Zuo, Lianrui; Dewey, Blake E.; Remedios, Samuel W.; Liu, Yihao; Hays, Savannah P.; Pham, Dzung L.; Mowry, Ellen M.; Newsome, Scott Douglas; Calabresi, Peter Arthur; Saidha, Shiv; Carass, Aaron; & Prince, Jerry L. (2026). UNISELF: A unified network with instance normalization and self-ensembled lesion fusion for… Read More

Yu, Lining; Yin, Mengmeng; Deng, Ruining; Liu, Quan; Yao, Tianyuan; Cui, Can; Guo, Junlin; Wang, Yu; Wang, Yaohong; Zhao, Shilin; Yang, Haichun; & Huo, Yuankai. (2025). Glo-In-One-v2: Holistic identification of glomerular cells, tissues, and lesions in human and mouse histopathology. Journal of Medical Imaging, 12(6), 61406. https://doi.org/10.1117/1.JMI.12.6.061406 Segmenting… Read More

Zenk, Maximilian, Baid, Ujjwal, Pati, Sarthak, Linardos, Akis, Edwards, Brandon, Sheller, Micah, Foley, Patrick, Aristizabal, Alejandro, Zimmerer, David, Gruzdev, Alexey, Martin, Jason, Shinohara, Russell T., Reinke, Annika, Isensee, Fabian, Parampottupadam, Santhosh, Parekh, Kaushal, Floca, Ralf, Kassem, Hasan, Baheti, Bhakti, Thakur, Siddhesh, Chung, Verena, Kushibar, Kaisar, Lekadir, Karim, Jiang,… Read More

Zhang, Enzhi; Lyngaas, Isaac; Chen, Peng; Wang, Xiao; Igarashi, Jun; Huo, Yuankai; Munetomo, Masaharu; Wahib, Mohamed. “Adaptive Patching for High-resolution Image Segmentation with Transformers.” International Conference for High Performance Computing, Networking, Storage and Analysis, SC,  2024, https://doi.org/10.1109/SC41406.2024.00082.   … Read More

Hays, S.P.; Remedios, S.W.; Zuo, L.; Mowry, E.M.; Newsome, S.D.; Calabresi, P.A.; Carass, A.; Dewey, B.E.; Prince, J.L.  “Beyond MR Image Harmonization: Resolution Matters Too.” Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Volume 15187 LNCS, 2025,… Read More

Zhang, Jinwei, Zuo, Lianrui, Dewey, Blake E., Remedios, Samuel W., Pham, Dzung L., Carass, Aaron, & Prince, Jerry L. (2024). Towards an accurate and generalizable multiple sclerosis lesion segmentation model using self-ensembled lesion fusion. In Proceedings of the 21st IEEE International Symposium on Biomedical Imaging (ISBI 2024), Athens, Greece, May… Read More