Objects' State transition for action recognition:

This repo is related to the paper state-transformation for manipulation action recognition (under single-blind review)

Prerequisites:

• Pytorch (v. 1.0.1)
• python (v. 3.6)
• epic-kitchens (v. 1.6.2)
• tqdm
• Numpy

Getting started:

• clone this repo.

git clone https://github.com/Nachwa/object_states.git

• Frames extracted as in (provided starter kit: https://github.com/epic-kitchens/starter-kit-action-recognition#data-pipeline-snakemake)

For training:

python train_model.py --logname EXPNAME --batch_size 32 --nb_keyframes 5 --db_dir PATH_TO_DB_ROOT

Paper:

Accepted for presentation at workshop of EPIC@CVPR2019: https://arxiv.org/abs/1906.05147