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segformer

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PyTorch and TensorFlow/Keras image models with automatic weight conversions and equal API/implementations - Vision Transformer (ViT), ResNetV2, EfficientNetV2, NeRF, SegFormer, MixTransformer, (planned...) DeepLabV3+, ConvNeXtV2, YOLO, etc.

  • Updated Jul 1, 2023
  • Python

This project leverages the Segformer pretrained model to perform billboard segmentation through semantic segmentation, specifically targeting Indian billboards. By applying transfer learning on a custom dataset, the model accurately classifies and delineates billboards within images, enabling efficient detection and analysis.

  • Updated Nov 10, 2024
  • Jupyter Notebook

This repository contains my project on medical image segmentation using the UW-Madison GI Tract dataset. It will use a Segformer, and include a Gradio app for user-friendly image inference. The model will be deployed on HuggingFace Spaces for easy accessibility, encouraging contributions to advance medical image segmentation in healthcare domain.

  • Updated Feb 18, 2024
  • Jupyter Notebook

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