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Project repo for Learning Category-Specific Mesh Reconstruction from Image Collections

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akanazawa/cmr

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Angjoo Kanazawa*, Shubham Tulsiani*, Alexei A. Efros, Jitendra Malik

University of California, BerkeleyIn ECCV, 2018

This code is no longer actively maintained. For pytorch 1.x, python3, and pytorch NMR support, please seethis implementation fromchenyuntc.

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Requirements

  • Python 2.7
  • PyTorch tested on version0.3.0.post4

Installation

Setup virtualenv

virtualenv venv_cmrsource venv_cmr/bin/activatepip install -U pipdeactivatesource venv_cmr/bin/activatepip install -r requirements.txt

Install Neural Mesh Renderer and Perceptual loss

cd external;bash install_external.sh

Demo

  1. From thecmr directory, download the trained model:
wget https://people.eecs.berkeley.edu/~kanazawa/cachedir/cmr/model.tar.gz & tar -vzxf model.tar.gz

You should seecmr/cachedir/snapshots/bird_net/

  1. Run the demo:
python -m cmr.demo --name bird_net --num_train_epoch 500 --img_path cmr/demo_data/img1.jpgpython -m cmr.demo --name bird_net --num_train_epoch 500 --img_path cmr/demo_data/birdie.jpg

Training

Please seedoc/train.md

Citation

If you use this code for your research, please consider citing:

@inProceedings{cmrKanazawa18,  title={Learning Category-Specific Mesh Reconstruction  from Image Collections},  author = {Angjoo Kanazawa and  Shubham Tulsiani  and Alexei A. Efros  and Jitendra Malik},  booktitle={ECCV},  year={2018}}

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