Segmentation Model
Segmentation models aim to partition images into meaningful regions, a crucial task across diverse fields like medical imaging and autonomous driving. Current research emphasizes improving model robustness and efficiency, focusing on architectures like U-Nets, Transformers, and diffusion models, often incorporating techniques like continual learning and prompt engineering to adapt to new data or tasks with minimal retraining. These advancements are driving improvements in accuracy and reducing the need for extensive labeled datasets, leading to wider applicability in various scientific and industrial applications.
281papers
Papers
March 22, 2025
Topology preserving Image segmentation using the iterative convolution-thresholding method
Lingyun Deng, Litong Liu, Dong Wang, Xiao-Ping WangShenzhen●Georgia Institute of Technology●Shenzhen Research Institute of Big DataA Temporal Modeling Framework for Video Pre-Training on Video Instance Segmentation
Qing Zhong, Peng-Tao Jiang, Wen Wang, Guodong Ding, Lin Wu, Kaiqi HuangUniversity of Adelaide●vivo Zhejiang University●Zhejiang University●NUS●Swansea University●University of South China
March 19, 2025
SPNeRF: Open Vocabulary 3D Neural Scene Segmentation with Superpoints
Weiwen Hu, Niccolò Parodi, Marcus Zepp, Ingo Feldmann, Oliver Schreer, Peter EisertFraunhofer Heinrich Hertz Institute●Technische Universit¨at Berlin●Humboldt-Universit¨at zu BerlinHigh Temporal Consistency through Semantic Similarity Propagation in Semi-Supervised Video Semantic Segmentation for Autonomous Flight
Cédric Vincent, Taehyoung Kim, Henri MeeßInstitut Polytechnique de Paris●Fraunhofer IVI
March 18, 2025
MAST-Pro: Dynamic Mixture-of-Experts for Adaptive Segmentation of Pan-Tumors with Knowledge-Driven Prompts
Runqi Meng, Sifan Song, Pengfei Jin, Yujin Oh, Lin Teng, Yulin Wang, Yiqun Sun, Ling Chen, Xiang Li, Quanzheng Li, Ning Guo, Dinggang ShenShanghaiTech University●Massachusetts General Hospital and Harvard Medical School●Ltd.●Shanghai Clinical Research and Trial CenterExploiting Inherent Class Label: Towards Robust Scribble Supervised Semantic Segmentation
Xinliang Zhang, Lei Zhu, Shuang Zeng, Hangzhou He, Ourui Fu, Zhengjian Yao, Zhaoheng Xie, Yanye LuPeking University●Peking University Shenzhen Graduate SchoolOrgan-aware Multi-scale Medical Image Segmentation Using Text Prompt Engineering
Wenjie Zhang, Ziyang Zhang, Mengnan He, Jiancheng YeCornell University●Northwestern University
March 7, 2025
Conformal Prediction for Image Segmentation Using Morphological Prediction Sets
Luca Mossina, Corentin FriedrichIRT Saint ExupéryState-of-the-Art Stroke Lesion Segmentation at 1/1000th of Parameters
Alex Fedorov, Yutong Bu, Xiao Hu, Chris Rorden, Sergey PlisEmory University●Nell Hodgson Woodruff School of Nursing●Department of Mathematics●University of South Carolina●Georgia State UniversityWe Care Each Pixel: Calibrating on Medical Segmentation Model
Wenhao Liang, Wei Zhang, Yue Lin, Miao Xu, Olaf Maennel, Weitong ChenAdelaide University