医学 AI

SpineBench: A Clinically Salient, Level-Aware Benchmark Powered by the SpineMed-450k Corpus

SpineBench：一种临床显著、层级感知的基准，由SpineMed-450k语料库驱动

Ming Zhao, Wenhui Dong, Yang Zhang, Xiang Zheng, Zhonghao Zhang, Zian Zhou, Yunzhi Guan, Liukun Xu, Wei Peng, Zhaoyang Gong, Zhicheng Zhang, Dachuan Li, Xiaosheng Ma, Yuli Ma, Jianing Ni, Changjiang Jiang, Lixia Tian, Qixin Chen, Kaishun Xia, Pingping Liu, Tongshun Zhang, Zhiqiang Liu, Zhongyan Bi, Chenyang Si, Tiansheng Sun, Caifeng Shan

专题命中 医学数据与评测 ：MRI(abstract)；CT(abstract)；pathology(abstract)；diagnosis(abstract)

AI总结 SpineBench通过SpineMed-450k语料库驱动，针对脊柱疾病提供临床显著的层级感知基准，评估模型在多模态数据下的细粒度推理能力。

Comparative Evaluation of Traditional Methods and Deep Learning for Brain Glioma Imaging. Review Paper

传统方法与深度学习在脑胶质瘤成像中的比较评估。综述论文

Kiranmayee Janardhan, Vinay Martin DSa Prabhu, T. Christy Bobby

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.CV

AI总结 本文综述了脑胶质瘤分割与分类技术，指出卷积神经网络在分割和分类任务中优于传统方法。

Comments 22 pages, 4 Figures

Journal ref INTERNATIONAL JOURNAL BIOAUTOMATION, Vol 29, Issue 2, 2025