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Generative Self-Supervised Learning for Medical Image Classification (ACCV 2024)

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Generative Self-Supervised Learning for Medical Image Classification

Generative Self-Supervised Learning for Medical Image Classification [LINK]
Inhyuk Park, Sungeun Kim, Jongbin Ryu.
(Asian Conference on Computer Vision (ACCV), 2024)

model overview

Generative Chest X-ray Images

After training the generative model, generate a chest x-ray image. generative_chestxray

Pre-training on generated Chest X-ray Images

The pre-training instruction is in PRETRAIN.md.

Fine-tuning with pre-trained checkpoints

The fine-tuning instruction is in FINETUNE.md.

Acknowledgement

We referenced the implementation of medical_mae

Future works

We plan to conduct further studies to develop a more powerful diffusion model, generate a larger number of high-quality images, and explore more effective self-supervised learning methods.👨🏻‍💻🙂

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