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Deep Learning for computer vision using PyTorch

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deep-learning cnn pytorch computer-vision hotdog not-hotdog cyclegan segmentation detection nuclei-detection horse2zebra sliding-window tutorials

pytorch-tutorial-computer-vision's Introduction

Deep-learning-for-computer-vision

Repository containing various small projects implemented using PyTorch related to: Deep Learning in Computer Vision. Each project contains a report that gathers the needed theoritical background and the different implementation's steps. Code is run on a GeForce GTX TITAN X 12GB GPU. The results are sometimes relatively bad but the aim here is to understand the main concepts.

Content

  • Exercises to get familiar with Deep Learning and PyTorch, that can be found under exercises/
  • Hotdog / nothotdog classifier
  • Digits detection using sliding windows
  • Nuclei segmentation inspired from the 2018 Data Science Bowl
  • CycleGAN that converts horses to zebras and vice versa

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