dazhangyu123/AEM-dataset
收藏Hugging Face2024-10-19 更新2024-12-14 收录
下载链接：
https://hf-mirror.com/datasets/dazhangyu123/AEM-dataset
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资源简介：
该数据集来源于公开的CAMELYON16和CAMELYON17数据集，包含从全切片图像（WSI）的组织切片中提取的特征嵌入，使用了多种预训练模型生成。数据集设计用于基于多实例学习（MIL）的WSI分类任务，特别是用于注意力熵最大化（AEM）方法。
This dataset is derived from the publicly available CAMELYON16 and CAMELYON17 datasets, consisting of feature embeddings extracted from tissue patches of whole slide images (WSIs) using various pre-trained models. It is designed for use in multiple instance learning (MIL) based WSI classification tasks, particularly for the Attention Entropy Maximization (AEM) method. The dataset creation involves extracting tissue patches from WSIs and generating feature embeddings using models such as ResNet18, Lunit pre-trained DINO, and PathGen-CLIP. The dataset is primarily intended for research in computational pathology, specifically for developing and evaluating MIL-based WSI classification methods.
提供机构：
dazhangyu123
