lesion-detection 开源项目推荐（32 个）

mkang315 /BGF-YOLO

[MICCAI'24 Provisional Acceptance] Official implementation of "BGF-YOLO: Enhanced YOLOv8 with Multiscale Attentional Feature Fusion for Brain Tumor Detection".

zzdyyy /Patho-GAN

Patho-GAN: interpretation + medical data augmentation. Code for paper work "Explainable Diabetic Retinopathy Detection and Retinal Image Generation"

MIC-DKFZ /RegRCNN

该仓库保存了论文《Reg R-CNN： Porise Labels下的病灶检测与分级》中使用的代码框架。它是MIC-DKFZ/medicaldetectiontoolkit的一个分支，具有回归能力。

anir16293 /Deep-Lesion

A deep learning framework for detecting lesions in CT scans from Deep Lesion dataset

sfu-mial /DermSynth3D

论文“DermSynth3D: Synthesis of in-the-wild Annotated Dermatology Images”的官方代码。一个数据生成流水线，用于创建具有丰富多任务标注、逼真的野外合成皮肤科数据，适用于各种皮肤分析任务。

JimmyCai91 /LesionHarvester

DeepLesion

mkang315 /PK-YOLO

[WACV'25] Official implementation of "PK-YOLO: Pretrained Knowledge Guided YOLO for Brain Tumor Detection in Multiplane MRI Slices".

Thomasbehan /LesNet

LesNet (Lesion Net) is an open-source project for AI-based skin lesion detection. It aims to create a reliable tool and foster community involvement in critical AI problems. Contributions are welcome!

pimed /SPCNet

TensorFlow implementation of our paper: "Automated detection of aggressive and indolent prostate cancer on magnetic resonance imaging [Medical Physics 2021]".

v-sundaresan /microbleed-detection

Detection of cerebral microbleeds using deep learning method consisting of 2 steps: initial candidate detection and candidate discrimination using a student-teacher network.

xq141839 /DualAttNet

Elsevier-CIBM-2024: Synergistic fusion of image-level and fine-grained disease attention for multi-label lesion detection in chest X-rays

ajhamdi /colon-bench-eval

The code to visualize colon-bench (MICCAI 2026) data and run evaluations of MLLMs on the benchmark.

bscwty /Computer-Aided-Diagnosis-on-Fundus-Image

SEU Bachelor Thesis Project of a auto-diagnosis system for fundus diseases based on deep learning

TaherGrayson24 /deep_learning_skin_cancer_detection_multi_type_isic2018

多类型ISIC 2018皮肤病变分类的深度学习流程，包含CNN、预处理、增强以及训练和推断支持🐙。

gogolB /Brain_Lesion_Segmetation

Project for UCSF 265

dzaridis /ProLesA-Net-A-multi-channel-3D-architecture-for-Prostate-MR-lesion-segmentation-with-multi-scale-Ch

ProLesA-Net: a Deep learning model For Prostate Lesion Segmentation from bi-parametric MR-Images

rabihchamas /SAM2YOLOv11-LesionPipeline

Zero-shot lesion detection pipeline using SAM for dataset generation and YOLOv11 training.

ibrar-syed /deep_learning_skin_cancer_detection_multi_type_isic2018

使用 ISIC 数据集进行皮肤病变分类的深度学习流水线，采用多种深度学习 CNN 算法及高级预处理，包括多线程加载、数据增强和性能评估。

jcaperella29 /Dicom_processing_flask_app

🏥 DICOM Flask App – AI-Powered Lesion Detection A Flask-based web app for uploading, processing, and analyzing DICOM medical images. Uses DeepLesion (Faster R-CNN) for lesion detection and ResNet50 for classification. Features a multi-tab UI with sidebar navigation. A sample DICOM file is included for testing!

AI-Medical-Robotics /Colonoscopy-Lesion-Detection

Rasa Gastroenterologist AI Chatbot to help doctor detect patients colon cancer lesions using Unity, Darknet Yolo, Keras CNN