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GitHub / MaitreChen / MedGAN-ResLite
一个用于肺炎图像分类的轻量级ResNet18-SAM模型实现,采用SH-DCGAN生成少类样本数据,解决了数据不平衡的问题,同时结合剪枝策略实现轻量化!MedGAN-ResLite-V2 Released! Stay tuned!❤
JSON API: https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MaitreChen%2FMedGAN-ResLite
Stars: 19
Forks: 1
Open Issues: 0
License: apache-2.0
Language: Python
Repo Size: 40.8 MB
Dependencies:
22
Created: about 1 year ago
Updated: 12 days ago
Last pushed: 12 days ago
Last synced: 11 days ago
Topics: augmentation, chest-xray-images, classification, cnn, dcgan, deep-learning, gan, generator, lightweight-neural-network, machine-learning, medical-image-processing, medmnist, pneumonia, pytorch, resnet, spatial-attention
Files
Dependencies
- Pillow ==9.4.0
- Pillow *
- PyWavelets ==1.4.1
- PyYAML *
- imageio *
- matplotlib *
- medmnist *
- nni *
- numpy *
- onnxruntime *
- opencv-python *
- openvino *
- pytoolconfig ==1.2.5
- pytorch-fid ==0.3.0
- pytz ==2022.7.1
- scikit-learn *
- setuptools *
- sklearn *
- torch *
- torch-fidelity *
- torchvision *
- tqdm *