提出门控Transformer聚合器，实现医学影像领域无关的多实例学习，突破传统MIL方法局限
arXiv:2606.20027v1 Announce Type: new Abstract: Attention-based Multiple Instance Learning aggregators in medical imaging are prone to attention conce…
新提出的HD-DinoMoE网络通过类感知分层双专家机制，提升复杂采集场景下巩膜异常分割精度，发表在Medical Image Analysis。
arXiv:2606.04888v1 Announce Type: new Abstract: Traditional Chinese Medicine (TCM) ocular inspection provides empirical cues for assessing scleral sur…
流形对齐高维数据可视化，解决定义分歧，提升3D右心室应变计算精度
arXiv:2501.12178v2 Announce Type: replace Abstract: Medical imaging studies often rely on a single sample per subject, assuming it is representative o…
创新提出超越人口统计学的公平性优化方法，针对医学影像中基于外观的隐藏队列，提升模型性能与公平性。
arXiv:2605.29827v1 Announce Type: new Abstract: Medical image analysis models can exhibit performance disparities across patient subgroups, threatenin…
利用掩码扩散模型实现高效异常检测，创新结合生成与判别任务，适用于图像异常定位。
arXiv:2605.30046v1 Announce Type: cross Abstract: Anomaly detection aims to identify samples that deviate from the nominal data distribution and is ce…
神经细胞自动机如何量化预测不确定性？一项结合医学图像分析的新方法，为AI可信度评估提供视角。
arXiv:2605.26726v1 Announce Type: cross Abstract: Neural cellular automata (NCA) provide a lightweight alternative to encoder-decoder segmentation net…
利用元学习实现3D心脏MRI左心房壁的少样本分割，新思路解决数据稀缺难题。
arXiv:2603.24985v3 Announce Type: replace Abstract: Segmenting the left atrial (LA) wall from late gadolinium enhancement magnetic resonance imaging (…
顶级医学期刊揭示AI如何颠覆数字病理诊断，从效率到准确性全面革新。
Article URL: https://www.thelancet.com/journals/landig/article/PIIS2589-7500(26)00049-X/fulltext Comments URL: https://news.ycombinator.com/item?id=48…
血管分割新方法：利用不确定性引导的保守传播进行结构化推理，提升分割精度与鲁棒性
arXiv:2605.20543v1 Announce Type: new Abstract: Accurate vessel segmentation is essential for medical image analysis, yet remains challenging due to c…
利用时序细胞阶段分割技术，精准预测胚胎移植成功率，为辅助生殖提供AI新方案。
arXiv:2605.18923v1 Announce Type: cross Abstract: Accurate selection of bovine embryos is a challenging task, as current practice relies on a single e…
用主成分分析高效检测月球陨石坑，为天体图像识别领域带来新思路。
arXiv:2605.17125v1 Announce Type: cross Abstract: Optical navigation is a critical component for lunar orbiter and lander missions. Image-based crater…