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Gastronet-5M Pretrained Models

Welcome to the official repository for the pretrained weights of ResNet50 and VIT-small models pretrained on the Gastronet-5M dataset. These models are intended for researchers and developers working in medical image analysis, specifically in gastroenterological imaging.

Models

This repository contains the following pretrained models:

  • ResNet50 on Pretrained with DINOv1 on Gastronet-5M
  • ResNet50 on Pretrained with SIMCLRv2 on Gastronet-5M
  • ResNet50 on Pretrained with MOCOv2 on Gastronet-5M
  • ResNet50 on Initialized with Billion-Scale weights and Pretrained with DINOv1 on Gastronet-5M
  • ResNet50 on Pretrained with DINOv1 on Gastronet-1M
  • ResNet50 on Pretrained with DINOv1 on Gastronet-200K
  • VIT-small on Gastronet-5M

These weights are made publically available as part of the Medical Image Analysis publication: https://doi.org/10.1016/j.media.2024.103298