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170

1.1k

apache-2.0

16

[pip install medmnist] 18x Standardized Datasets for 2D and 3D Biomedical Image Classification

2d 3d mnist automl dataset medical pytorch medmnist benchmark decathlon multi-modal deep-learning classification medical-imaging machine-learning few-shot-learning federated-learning medical-image-analysis medical-image-computing

Created 2020-10-25

121 commits to main branch, last one 12 days ago

22

137

mit

5

MedViT: A Robust Vision Transformer for Generalized Medical Image Classification (Computers in Biology and Medicine 2023)

medical pytorch medmnist hybrid-model classification medical-imaging machine-learning beginner-friendly vision-transformer image-classification medical-image-analysis medical-image-processing

Created 2023-03-30

56 commits to main branch, last one 2 months ago

1

27

mit

1

Developed the ViViT model for medical video classification, enhancing 3D organ image analysis using transformer-based architectures.

vivit medmnist medical-imaging positional-encoding tubelet-transformer video-classification

Created 2023-12-22

20 commits to main branch, last one 7 months ago

2

25

apache-2.0

3

一个用于肺炎图像分类的方法，采用DSHNet生成少类样本数据，解决数据不平衡的问题，然后利用RSFNet进行分类，最后结合剪枝策略实现轻量化！MedGAN-ResLite-V2 is released! ❤

cnn gan dcgan resnet pytorch medmnist generator pneumonia augmentation deep-learning classification machine-learning chest-xray-images spatial-attention medical-image-processing lightweight-neural-network

Created 2023-03-21

50 commits to main branch, last one 7 months ago

2

25

unknown

1

combine neural nets and cellular automata

medmnist neural-networks machine-learning neural-cellular-automata

Created 2023-05-23

44 commits to main branch, last one about a year ago