openpack-toolkit 0.6.0

Toolkit for OpenPack Dataset

OpenPack Dataset Toolkit (optk)

"OpenPack Dataset" is a new large-scale multi modal dataset of manual packing process. OpenPack is an open access logistics-dataset for human activity recognition, which contains human movement and package information from 16 distinct subjects. This repository provide utilities to explore our exciting dataset.

Docs

Dataset

• Subjects & Recording Scenarios
• Activity Class Definition
• Modality
• Data Split (Train/Val/Test/Submission)

Task & Activity Recognition Challenge

• Work Operation Recognition
  • OpenPack Challenge 2022

Sample Data

Sample

Install

We provide some utility functions as python package. You can install via pip with the following command.

# Pip
pip install openpack-toolkit

# Poetry
poetry add  openpack-toolkit

Examples

Tutorial

• Download and Visualization (Notebook)

Work Activity Recognition (PyTorch)

PyTorch code samples for work operation prediction task is available. See openpack-torch for more dietail.

Download Dataset

optk-download -d ../data/datasets -v v0.2.0 -s atr-qags,openpack-operations

# If you are a user of poetry,
poetry run optk-download -d ../data/datasets -v v0.2.0 -s atr-qags,openpack-operations

Help:

$ poetry run optk-download -d ../data/datasets -h
usage: optk-download [-h] -d DATASET_DIR [-v VERSION] [-s STREAMS]

optional arguments:
  -h, --help            show this help message and exit
  -d DATASET_DIR, --dataset-dir DATASET_DIR
                        Path to dataset directory. Downloaded data will be stored under the directory
  -v VERSION, --version VERSION
                        Target dataset version. Default: v0.2.0
  -s STREAMS, --streams STREAMS
                        A list of data stream names that you want to download. Stream names must be separated by commas. Defaul: atr-qags,openpack-operations

Links

• Homepage (External Site)
  • OpenPack Challenge 2022 (External Site)
• zenodo
• API Docs
• PyPI
• openpack-torch

License

openpack-toolkit has a MIT license, as found in the LICENSE file.

NOTE: OpenPack Dataset itself is available under Creative Commons Attribution Non Commercial Share Alike 4.0 International license.