autoalbument vs autovideo

autoalbument

AutoML for image augmentation. AutoAlbument uses the Faster AutoAugment algorithm to find optimal augmentation policies. Documentation - https://albumentations.ai/docs/autoalbument/ (by albumentations-team)

Source Code

albumentations.ai

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autovideo

AutoVideo: An Automated Video Action Recognition System (by datamllab)

Automl Video Deep Learning video-recognition Automated

Source Code

autoedge.ai

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autoalbument		autovideo
	Project
1	Mentions	2
195	Stars	310
2.6%	Growth	1.6%
0.0	Activity	4.9
over 2 years ago	Latest Commit	10 months ago
Python	Language	Python
MIT License	License	MIT License

The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

autoalbument

Posts with mentions or reviews of autoalbument. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-06-01.

[P] Albumentations 1.0 is released (a Python library for image augmentation)
4 projects | /r/MachineLearning | 1 Jun 2021

We started to implement differentiable augmentations as a part of AutoAlbument (a tool that automatically searches for the best augmentation policies for your data) - https://github.com/albumentations-team/autoalbument, it is more a research project.

autovideo

Posts with mentions or reviews of autovideo. We have used some of these posts to build our list of alternatives and similar projects.

AutoVideo: An Automated Video Action Recognition System
1 project | /r/deeplearning | 12 Aug 2021

Code for https://arxiv.org/abs/2108.04212 found: https://github.com/datamllab/autovideo
DATA Lab at Texas A&M University presents AutoVideo: An Automated Video Action Recognition System
1 project | /r/ArtificialInteligence | 10 Aug 2021

GitHub: https://github.com/datamllab/autovideo

What are some alternatives?

When comparing autoalbument and autovideo you can also consider the following projects:

albumentations - Fast image augmentation library and an easy-to-use wrapper around other libraries. Documentation: https://albumentations.ai/docs/ Paper about the library: https://www.mdpi.com/2078-2489/11/2/125

MoViNet-pytorch - MoViNets PyTorch implementation: Mobile Video Networks for Efficient Video Recognition;

YOLO-Mosaic - Perform mosaic image augmentation on data for training a YOLO model

autokeras - AutoML library for deep learning

imgaug - Image augmentation for machine learning experiments.

ttach - Image Test Time Augmentation with PyTorch!

nni - An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.

autogluon - AutoGluon: Fast and Accurate ML in 3 Lines of Code