Awesome
AST
Analysis-by-Synthesis Transformer for Single-View 3D Reconstruction
Dependencies :wrench:
conda env create -f environment.yml
conda activate ast
Dataset :arrow_down:
bash scripts/download_data.sh
Train models from scratch
To launch a training from scratch, run:
cuda=gpu_id config=filename.yml tag=run_tag ./scripts/pipeline.sh
where gpu_id
is a device id, filename.yml
is a config in configs
folder, run_tag
is a tag for the experiment.
Results are saved at runs/${DATASET}/${DATE}_${run_tag}
where DATASET
is the dataset name
specified in filename.yml
and DATE
is the current date in mmdd
format.
Contact
Citation
If you find this repo useful for your research, please consider citing our paper:
@inproceedings{jia2024ast,
title={Analysis-by-Synthesis Transformer for Single-View 3D Reconstruction },
author={Jia, Dian and Ruan, Xiaoqian and Xia, Kun and Zou, Zhiming and Wang, Le and Tang, Wei},
booktitle={European Conference on Computer Vision},
year={2024}
}
Acknowledgement
Many thanks to these excellent open source projects: