乳腺超声图像数据集(BUSI)

乳腺超声图像数据集,用于良恶性病变分类和分割。

hugofigueirashugofigueiras
GitHub
2024-12-12 更新
浏览 93
医学影像乳腺病变医学影像
Breast Ultrasound Images (BUSI)

基本信息

模态
医学影像
大小
0.000135 GB
创建/更新时间
2024-12-12
版本
main

资源简介

乳腺超声图像数据集(BUSI)

【数据集背景】

本数据集源站标题为《hugofigueiras/Breast-Cancer-Imaging-Datasets》。源站首次发布:2024-12-10。

【数据内容】

源站原始描述:Centralized resource for breast imaging and histopathology datasets (Ultrasound, DBT, Mammography, MRI). Includes use cases, characteristics, and access info—supporting development of diagnostic tools, training algorithms, and advancing breast cancer research. # Breast-Cancer-Imaging-Datasets This repository serves as a centralized resource listing various breast imaging and pathology datasets commonly used in academic research, clinical training, and machine learning applications. The goal is t…

【适用方向】

影像类数据可用于医学图像分析模型(检测、分割、分类)的训练与评测,也可用于标注质量与成像参数相关性的研究。

【获取与许可】

源站页面:https://github.com/hugofigueiras/Breast-Cancer-Imaging-Datasets

【使用注意】

· 源站最后修改于 2024-12-11,引用时请注意版本时效。

官方服务

专家保障全链路合规授权与标注交付

陕川双基地 × 超十家三甲医院直连

从合规授权、采集治理、专业标注到数据集交付,我们提供全链路闭环服务,让高质量临床数据即拿即用。

⚡️ 需要原始数据或标注支持?联系我们获取定制方案。

帮我联系

下载信息

注册下载

需要注册 Kaggle 账号并登录后下载,适合需要跟踪下载记录和使用 API 的用户。

暂未开放

公开下载

无需注册即可直接获取公开样本或文档,适合快速预览和评估数据集质量。

免登录

有偿下载

公开数据集受托下载与技术交付服务。

提供高速下载与技术交付服务(收技术服务费,非数据销售)

暂未开放

当前数据集主要来源为 Kaggle 公开托管,完整影像包建议通过原始链接或 Kaggle API 获取。

使用方式

数据集获取

# 克隆仓库(含数据与代码)
git clone https://github.com/hugofigueiras/Breast-Cancer-Imaging-Datasets.git

# 或仅下载打包文件
curl -L -o repo.zip https://github.com/hugofigueiras/Breast-Cancer-Imaging-Datasets/archive/refs/heads/main.zip
unzip repo.zip

数据集大小约 0.01 GB。

源站 README 摘录(使用方式)

Breast-Cancer-Imaging-Datasets

This repository serves as a centralized resource listing various breast imaging and pathology datasets commonly used in academic research, clinical training, and machine learning applications. The goal is to provide detailed summaries of key characteristics, usage instructions, and guidance on how to obtain these datasets, all in one place.
If you know any more datasets, and want to contribute, please submit a pull request and I’'ll happily approve it.

Introduction

This repository provides a curated list of breast imaging and histopathology datasets, aiming to streamline access for researchers, clinicians, and students. Here, the datasets are separated by each modality for easier understanding. This repository is composed of 35 publicly available datasets.
Below is a histogram showing the number of datasets in each modality, and pie chart representations that visualize the distribution of datasets by modality.
Histogram of Datasets by Modality:
Pie Chart of Datasets Distribution by Modality:

Table of Contents

Datasets

Ultrasound

Dataset Subjects Nº Samples Format Size Year Cite Access data
Breast Ultrasound Images (BUSI) 600 780 PNG 204MB 2020 Dataset of breast ultrasound images Download here
Breast Lesions USG 256 522 PNG 66.67MB 2024 Curated benchmark dataset for ultrasound based breast lesion analysis Download here
UDIAT Breast Ultrasound Dataset B 163 163

数据说明

该数据集包含小型(约500×500像素)乳腺超声图像,适用于良性和恶性病变的分类和分割任务。

完整仓库:github.com/hugofigueiras/Breast-Cancer-Imaging-Datasets

数据缺失?

依托陕西、四川两大基地,我们与超过十家三甲医院建立直接合作关系,覆盖合规授权、采集治理、专业标注、数据交付的全流程,为AI医疗团队提供即拿即用的高质量临床数据。

⚡️ 需要数据支持或标注服务?立即联系我们获取专业方案。

获取专属数据定制方案