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VortexNet: Neural network based on fluid dynamics

6 months ago
  • #autoencoder
  • #neural-networks
  • #fluid-dynamics
  • Repository contains toy implementations of VortexNet concepts from the research paper.
  • Demonstrates PDE-based vortex layers and fluid-inspired mechanisms in neural architectures.
  • Includes scripts for VortexNet Autoencoder on MNIST and custom image datasets.
  • Custom image script features data augmentation and latent space interpolation.
  • Requires Python 3.8+ and specific packages like torch, torchvision, matplotlib.
  • MNIST dataset auto-downloads; custom images need to be placed in 'my_data/'.
  • Training outputs saved in specified 'output_dir', includes logs and model checkpoints.
  • TensorBoard can be used for monitoring training progress.