manu-chauhan / visionX

Deep Vision based repository for many top Computer Vision models for ease of use and experiments. To be enhanced with new approaches with time.

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VisionX

PyTorch based repository for structured and modularised code for various Computer Vision models, for results/metrics, ease of use and out of the box experimentation : work in progress


How to interpret the repository:

  1. Models dir has all CV models, custom models are under custom.py.

  2. Utils dir contains utility functions and components.

  3. Extra resources like images or gifs would go under resources .

  4. Notebooks dir will hold all Jupyter Notebooks for experiments and/or final runs for presenting results.


Interesting results/experiments:

  • 89K and 95K parameter models on Cifar10 with 85%+ validation accuracy - uses augmentation + groups param
  • 93% validation accuracy on Cifar10 with Custom ResNet model - uses augmentation + One Cycle LR

About

Deep Vision based repository for many top Computer Vision models for ease of use and experiments. To be enhanced with new approaches with time.


Languages

Language:Jupyter Notebook 99.6%Language:Python 0.4%