基本信息标题:Segment anything in medical images中文标题:分割一切医学图像发表年份: 2024年1月期刊/会议: Nature Communications分区: SCI 1区IF:16.6作者: Jun Ma; Bo Wang(一作;通讯)单位:加拿大多伦多…
相比之下,自然图像分割领域的最新进展见证了分割基础模型的出现,例如分割任何模型 (SAM)7和同时使用多模态提示的随处分割一切8,展示了在各种分割任务中非凡的多功能性和性能。 医学图像分割对通用模型的需求日益增长:模型经过一次训练后便可应用于各种分割任务。此类模型不仅在模型容量方面表现出更高的通用性,而且还可能...
Recent advances in segmentation foundation models have enabled accurate and efficient segmentation across a wide range of natural images and videos, but their utility to medical data remains unclear. In this work, we first present a comprehensive benchmarking of the Segment Anything Model 2 (SAM2)...
Medical image segmentation is a critical component in clinical practice, facilitating accurate diagnosis, treatment planning, and disease monitoring. However, existing methods, often tailored to specific modalities or disease types, lack generalizability
This is the official repository for MedSAM: Segment Anything in Medical Images. Welcome to join our mailing list to get updates. News 2024.08.06: MedSAM2-Segment Anything in Medical Images and Videos: Benchmark and Deployment [Paper] [Code] [Online Demo] [Gradio API] [3D Slicer Plugin] ...
“Segment Anything in Medical Images(MedSAM)”是一篇将SAM扩展到医学图像分割的论文。该论文构建了一个大规模的医学图像数据集,包含了11种不同模态的超过20万个Mask,并提出了一种简单的微调方法来适应SAM到通用的医学图像分割。该论文...
Medical image segmentation is a critical component in clinical practice, facilitating accurate diagnosis, treatment planning, and disease monitoring. However, existing methods, often tailored to specific modalities or disease types, lack generalizability
"Segment Anything in Medical Images and Videos: Benchmark and Deployment." ArXiv (2024). [paper] [code] [2024.08] BioSAM 2:Zhiling Yan, Weixiang Sun, Rong Zhou, Zhengqing Yuan, Kai Zhang, Yiwei Li, Tianming Liu, Quanzheng Li, Xiang Li, Lifang He, Lichao Sun. ...
Nature 子刊:Segment Anything in Medical Images 分享 01 摘要 医学图像分割是临床实践的重要组成部分,有助于准确诊断,治疗方案设计和疾病监测。然而,现有的方法往往是针对特定的模式或疾病类型量身定制的,缺乏在医学图像分割任务的各种范围内的通用性。本文提出一个基础模型MedSAM,旨在通过实现通用医学图像分割来弥合这...
先说结论: 1. 医学数据场景, box-prompt 优于points prompt. 2. 医学数据finetune sam, image encoder, prompt encoder全部冻住, 只train mask decoder参数[1]. the network was optimized by Adam optimizer with…