A pytorch compatible video dataset that is fully customizable.
Project description
Video Dataset
This is a python library to create a video dataset. The project is inspired from Video-Dataset-Loading-Pytorch but with a lot of additional features and modifications.
The goal is to have a very moldable and customizable video dataset that can be reused in all possible video dataset situations.
Installation
pip install video-dataset
Supported Dataset Structures
Raw Videos
- your-dataset
- - videos
- - - video-1.mp4
- - - video-2.mp3
- - - ...
- - annotations
- - - video-1.csv
- - - video-2.csv
- - - ...
training_ids.txt
testing_ids.txt
validation_ids.txt
Videos Frames
- your-dataset
- - videos
- - - video-1
- - - - img_00001.jpg
- - - - img_00002.jpg
- - - - img_00003.jpg
- - - - ...
- - - video-2
- - - ...
- - annotations
- - - video-1.csv
- - - video-2.csv
- - - ...
training_ids.txt
testing_ids.txt
validation_ids.txt
Text Annotations
Usage
Todos
- Explore for faster methods of reading images to speed up the loading as 0.6 seconds is really too slow in my opinion.
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