"OpenPack Dataset" is a new large-scale multi-modal dataset of the 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 provides utilities to explore our exciting dataset.
# Pip
pip install openpack-toolkit
# Poetry
poetry add openpack-toolkitNote that the supported dataset version is >=1.0.0.
- Work Operation Recognition
Note: Technical documents of the OpenPack dataset are available at GitHub: openpack-dataset/docs.
See OpenPack Dataset Homepage or GitHub: openpack-dataset for the details of our dataset. To download our dataset, visit this download instruction page.
PyTorch code samples for the work operation prediction task are available. See openpack-torch for more details.
Each data point is associated with a millisecond-precision unix timestamp.
The following is a snippet that converts a timestamp (an int value) into a datatime.datetime() object with timezone.
import datetime
def timestamp_to_datetime(ts: int) -> datetime.datetime:
"""Convert unix timestamp (milli-second precision) into datatime object. """
timezone_jst = datetime.timezone(datetime.timedelta(hours=9))
dt = datetime.datetime.fromtimestamp(ts / 1000).replace(tzinfo=timezone_jst)
return dt
def datetime_to_timestamp(dt: datetime.datetime) -> int:
"""Convert a datetime object into a milli-second precision timestamp."""
return int(dt.timestamp() * 1000)
ts = 1634885786000
dt_out = timestamp_to_datetime(ts)
ts_out = datetime_to_timestamp(dt_out)
print(f"datetime: {dt_out}") # datetime: 2021-10-22 15:56:26+09:00
print(f"timestamp: {ts_out}") # timestamp: 1634885786000
assert ts_out == ts- Homepage (External Site)
- OpenPack Challenge 2022 (External Site)
- zenodo
- API Docs
- PyPI
- openpack-dataset
- openpack-torch
openpack-toolkit has the 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. However, OpenPack Dataset (+RGB) License is applied to "OpenPack Dataset (+RGB)" which includes RGB data.