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Rust - Monocular Depth Prediction

A repo for testing Rust inferencing from models built by torch.jit.tracing PyTorch models.

Using:

  • tch-rs - Rust bindings for PyTorch
  • monodepth2 - Monocular depth estimation from a single image
  • semantic-segmentation - Improving Semantic Segmentation via Video Propagation and Label Relaxation

example input output gif

Mono RGB Depth Prediction
Mono RGB Semantic Segmentation

Reference:

@article{monodepth2, title = {Digging into Self-Supervised Monocular Depth Prediction}, author = {Cl{\'{e}}ment Godard and Oisin {Mac Aodha} and Michael Firman and Gabriel J. Brostow}, booktitle = {The International Conference on Computer Vision (ICCV)}, month = {October}, year = {2019} } 
@inproceedings{semantic_cvpr19, author = {Yi Zhu*, Karan Sapra*, Fitsum A. Reda, Kevin J. Shih, Shawn Newsam, Andrew Tao, Bryan Catanzaro}, title = {Improving Semantic Segmentation via Video Propagation and Label Relaxation}, booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)}, month = {June}, year = {2019}, url = {https://nv-adlr.github.io/publication/2018-Segmentation} } * indicates equal contribution @inproceedings{reda2018sdc, title={SDC-Net: Video prediction using spatially-displaced convolution}, author={Reda, Fitsum A and Liu, Guilin and Shih, Kevin J and Kirby, Robert and Barker, Jon and Tarjan, David and Tao, Andrew and Catanzaro, Bryan}, booktitle={Proceedings of the European Conference on Computer Vision (ECCV)}, pages={718--733}, year={2018} } 

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Monocular Depth Prediction and other models with Rust

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