skin-lesion-classification 开源项目推荐（127 个）

ashishpatel26 /Skin-Lesions-Detection-Deep-learning

利用DCNNs（DenseNet、Inception V3、Inception-ResNet V2、VGG16）进行大规模数据集皮肤病变分类的转移学习HAM10000。

hoang-ho /Skin_Lesions_Classification_DCNNs

Transfer Learning with DCNNs (DenseNet, Inception V3, Inception-ResNet V2, VGG16) for skin lesions classification

sfu-mial /awesome-skin-image-analysis-datasets

Datasets for skin image analysis

anindox8 /Ensemble-of-Multi-Scale-CNN-for-Dermatoscopy-Classification

基于皮肤镜图像，使用多种 CNN 架构（EfficientNet-B6、Inception-V3、SEResNeXt-101、SENet-154、DenseNet-169）集成和多尺度输入，对皮肤病变进行全监督二分类。

denilgabani /skin-disease-detection-edge

皮肤病检测 Web 应用可在不到一秒内从单张图像预测皮肤病。

mayurmallya /DeepGuide

医学影像分类深度多模态指导：https://arxiv.org/pdf/2203.05683.pdf

SiyuanYan1 /MAKE

[MICCAI‘25 Early Accept] MAKE: Multi-Aspect Knowledge-Enhanced Vision-Language Pretraining for Zero-shot Dermatological Assessment

zylbuaa /TFormer

The official implementation of "TFormer: A throughout fusion transformer for multi-modal skin lesion diagnosis"

wanghsinwei /isic-2019

ISIC 2019 - Skin Lesion Analysis Towards Melanoma Detection

arezou-pakzad /CIRCLe

CIRCLe: Color Invariant Representation Learning for Unbiased Classification of Skin Lesions

CristianoPatricio /coherent-cbe-skin

Code for the paper "Coherent Concept-based Explanations in Medical Image and Its Application to Skin Lesion Diagnosis", IEEE CVPRW 2023.

niyazed /Dermatology-Image-Classification

HAM10000 数据集，一个包含常见色素性皮肤病变的多来源皮肤镜图像的大型集合。

sonhamin /dermtools

基于 AI 的红斑皮肤病定位与分类

siyi-wind /FairDisCo

[ECCV ISIC Workshop 2022 (best paper)] FairDisCo: Fairer AI in Dermatology via Disentanglement Contrastive Learning (an official implementation)

CristianoPatricio /concept-based-interpretability-VLM

Code for the paper "Towards Concept-based Interpretability of Skin Lesion Diagnosis using Vision-Language Models", IEEE ISBI 2024 (Oral).

abhishekrana /isic2018-skin-lesion-classifier-tensorflow

ISIC 2018 - 用于黑色素瘤检测的皮肤病变分类

aidotse /stylegan2-ada-pytorch

用于生成合成皮肤病变的 StyleGAN2-ADA

deveshsangwan /Skin-lesions-classification

该仓库包含一个训练用于区分7种皮肤病变的分类器

anthonyweidai /HierAttn

[JBHI 2024] HierAttn: Deeply Supervised Skin Lesions Diagnosis with Stage and Branch Attention

karthik-d /few-shot-dermoscopic-image-analysis

Skin lesion image analysis that draws on meta-learning to improve performance in low data and imbalanced data regimes.