Video-Dataset-Loading-Pytorch
mmaction2
| Video-Dataset-Loading-Pytorch | mmaction2 | |
|---|---|---|
| 2 | 5 | |
| 413 | 3,902 | |
| - | 2.0% | |
| 0.0 | 7.2 | |
| over 1 year ago | 26 days ago | |
| Python | Python | |
| BSD 2-clause "Simplified" License | Apache License 2.0 |
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Video-Dataset-Loading-Pytorch
mmaction2
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How good does contextual action recognition get?
Mmaction2: https://github.com/open-mmlab/mmaction2 Has some examples.
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MMDeploy: Deploy All the Algorithms of OpenMMLab
MMAction2: OpenMMLab's next-generation action understanding toolbox and benchmark.
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[D] Deep Learning Framework for C++.
I agree with you for most of the time this can work but there are some models that have certain layers that are not supported by ONNX. An example would be Spatiotemporal models in mmaction2 from open-mmlab.
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Textbook or blogs for video understanding
No book or blog, but a great framework: https://github.com/open-mmlab/mmaction2
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Applications of Deep Neural Networks [pdf]
shameless ad: try mmaction2, where every result is reproducible https://github.com/open-mmlab/mmaction2 . Modelzoo: https://mmaction2.readthedocs.io/en/latest/modelzoo.html
What are some alternatives?
phar - deep learning sex position classifier
mmpose - OpenMMLab Pose Estimation Toolbox and Benchmark.
gluon-cv - Gluon CV Toolkit
compare_gan - Compare GAN code.
ailia-models - The collection of pre-trained, state-of-the-art AI models for ailia SDK
mmflow - OpenMMLab optical flow toolbox and benchmark
golfdb - GolfDB is a video database for Golf Swing Sequencing, which involves detecting 8 golf swing events in trimmed golf swing videos. This repo demos the baseline model, SwingNet.
temporal-shift-module - [ICCV 2019] TSM: Temporal Shift Module for Efficient Video Understanding
zamba - A Python package for identifying 42 kinds of animals, training custom models, and estimating distance from camera trap videos
mmrotate - OpenMMLab Rotated Object Detection Toolbox and Benchmark
deep-diamond - A fast Clojure Tensor & Deep Learning library
marian - Fast Neural Machine Translation in C++