Below, you find instructions for retrieving the individual datasets.
Once downloaded,
The path to the datasets should be specified in .env:
DATASETS_PATH=/path/to/datasetsIt is assumed that datasets follow the structure
dataset_name
|_ data
| |_ [video name 0]
| | |_ [video name 0]_000001.jpg
| | |_ [video name 0]_000002.jpg
| | |_ ...
| |_ [video name 1]
| |_ [video name 1]_000001.jpg
| |_ [video name 1]_000002.jpg
| |_ ...
|_ splits
| |_ train.csv
| |_ val.csv
Kinetics is a large-scale dataset for Trimmed Human Activity Recognition, consisting of 10 second videos collected from YouTube, ranging over 400 classes. Due to it's origin, a direct download of the complete dataset is not possible. Instead, a list of videos and corresponding labels can be downloaded here, and a YouTube Crawler can subsequently be employed to collect the videos one by one. Note: this process may take multiple days.
It is assumed that the dataset has the following structure:
kinetics400
|_ data
| |_ validate
| | |_ abseiling/
| | |_ air drumming/
| | | |_ 3caPS4FHFF8_000036_000046.mp4*
| | | |_ 3yaoNwz99xM_000062_000072.mp4*
| | | |_ ...
| | |_ ...
| |_ test
| | |_ ...
| |_ train
| | |_ ...
|_ splits
| |_ test.csv*
| |_ test.json*
| |_ train.csv*
| |_ train.json*
| |_ validate.csv*
| |_ validate.json*
Charades is multi-label action classification dataset comprised of 9848 videos of daily indoors activities collected through Amazon Mechanical Turk. Steps to prepare dataset.
-
Please download the Charades RGB frames from the dataset provider.
-
Download the frame list from the following links: (train, val).
It is assumed that the dataset has the following structure:
charades
|_ data
| |_ Charades_v1_rgb
| | |_ 001YG/
| | | |_ 001YG-000001.jpg
| | | |_ 001YG-000002.jpg
| | | |_ ...
| | |_ 003WS/
| | | |_ ...
| | |_ ...
|_ splits
| |_ train.csv
| |_ val.csv
| |_ Charades_v1_test.csv
| |_ Charades_v1_train.csv
| |_ ...