HRTF Field: Unifying Measured HRTF Magnitude Representation with Neural Fields

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Official implementation of the ICASSP 2023 paper "HRTF Field: Unifying Measured HRTF Magnitude Representation with Neural Fields."

Updates

Oct. 2023, Check out our follow-up work in WASPAA 2023, "Mitigating Cross-Database Differences for Learning Unified HRTF Representation."

Implementation

Requirements

pytorch
python-sofa
librosa
natsort
pandas
plotly
wandb

Data

Get data from SOFA repository

Then preprocess them with our preprocess.py.

How to run

An example

python3 train.py -o /data/neil/hrtf_field/model -n ari hutubs ita cipic 3d3a bili listen crossmod sadie -t riec

Citation

@INPROCEEDINGS{10095801,
  author={Zhang, You and Wang, Yuxiang and Duan, Zhiyao},
  booktitle={Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)}, 
  title={{HRTF} Field: Unifying Measured {HRTF} Magnitude Representation with Neural Fields}, 
  year={2023},
  volume={},
  number={},
  pages={1-5},
  doi={10.1109/ICASSP49357.2023.10095801}}