HandPoseShapeVAE

(not actively maintained)

Experimental framework for unsupervised hand pose and shape disentanglement

Thanks to

• https://github.com/moberweger/deep-prior-pp
• https://github.com/rtqichen/beta-tcvae
• https://github.com/Knight13/beta-VAE-disentanglement
• https://github.com/AntixK/PyTorch-VAE

Getting Started

These instructions will get you a copy of the project up and running on your local machine for development and testing purposes. See deployment for notes on how to deploy the project on a live system.

Prerequisites

What things you need to install the software and how to install them

• PyTorch 1.1
• CUDA 10
• TensorboardX
• 2015 MSRA Hand Gesture Dataset

Setup

(In the following, the working directory should be the same location as this readme file)

Create the following directories:

../data/preprocessed
../models

Download/Save dataset as

../data/MSRA15/P0
...
../data/MSRA15/P8

Preprocess

Import sequences into rendered format

preprocess/import_msra.py --input-dataset "../data/MSRA15" --label-name "msra"

Merge rendered sequences

preprocess/merge_rendered.py

Split dataset into train, validation and test datasets

preprocess/preprocess_rendered.py --input-dataset "../data/msra_merged.npz" --label-name "msra_merged" --random

Train

main.py --basename "HandPoseShapeVAE_MSRA" --model "bvae" --auto-load --auto-save --beta 15.0 --train --train-dir "../data/preprocessed/train_msra_merged.npz" --validation-dir "../data/preprocessed/validate_msra_merged.npz" --test-dir "../data/preprocessed/test_msra_merged.npz"

Test

main.py --basename "HandPoseShapeVAE_MSRA" --model "bvae" --auto-load --auto-save --beta 15.0 --test --train-dir "../data/preprocessed/train_msra_merged.npz" --validation-dir "../data/preprocessed/validate_msra_merged.npz" --test-dir "../data/preprocessed/test_msra_merged.npz"

Experiments

main.py --basename "HandPoseShapeVAE_MSRA" --model "bvae" --auto-load --auto-save --beta 15.0 --experiments --traverse-latents --train-dir "../data/preprocessed/train_msra_merged.npz" --validation-dir "../data/preprocessed/validate_msra_merged.npz" --test-dir "../data/preprocessed/test_msra_merged.npz"

main.py --basename "HandPoseShapeVAE_MSRA" --model "bvae" --auto-load --auto-save --beta 15.0 --experiments --train-joints --train-dir "../data/preprocessed/train_msra_merged.npz" --validation-dir "../data/preprocessed/validate_msra_merged.npz" --test-dir "../data/preprocessed/test_msra_merged.npz"