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enet's Introduction

Enet

Binder PWC HitCount

Pytorch Implementation of ENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation (https://arxiv.org/abs/1606.02147). It is currently the 13th Best Model for Real-Time Semantic Segmentation on Cityscapes test .

Training Results

Training Notebooks

Note: Try using the Binder badge to inspect the notebooks.

Training Results on CamVid Dataset

Inference on Training Data

Training Inference Results

Inference on Validation Data

Validation Inference Results

TODO

  • Implement Vanilla Enet Architecture
  • Encorporate Custom Activations for Codebase
  • Train Enet on CamVid
  • Train Enet with Mish Encoder on CamVid
  • Experiment to find best Mish Version of Enet -> PReLU encoder + Mish Decoder
  • Repeat Same experiments for Cityscapes Dataset
  • Repeat Same experiments for SUN RGB-D Dataset
  • Implement Lovasz Softmax Loss

References

enet's People

Contributors

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