mmpretrain
mmaction2
| mmpretrain | mmaction2 | |
|---|---|---|
| 2 | 5 | |
| 3,171 | 3,916 | |
| 2.6% | 2.3% | |
| 7.8 | 7.2 | |
| 17 days ago | 30 days ago | |
| Python | Python | |
| Apache License 2.0 | Apache License 2.0 |
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mmpretrain
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MMDeploy: Deploy All the Algorithms of OpenMMLab
MMClassification: OpenMMLab image classification toolbox and benchmark.
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how to recognize digits from this pics(i have many of them) so kindly suggest generic that can work for other similar images. I have searched alot for the source code on github but not found the correct solution. most of these solutions were incorrect while other were incomplete. Kindly help me :(
MMClassification or TIMM would be good starting points for training a classification model.
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?
efficientnet - Implementation of EfficientNet model. Keras and TensorFlow Keras.
mmpose - OpenMMLab Pose Estimation Toolbox and Benchmark.
ModelZoo.pytorch - Hands on Imagenet training. Unofficial ModelZoo project on Pytorch. MobileNetV3 Top1 75.64🌟 GhostNet1.3x 75.78🌟
compare_gan - Compare GAN code.
senet.pytorch - PyTorch implementation of SENet
mmflow - OpenMMLab optical flow toolbox and benchmark
AdelaiDet - AdelaiDet is an open source toolbox for multiple instance-level detection and recognition tasks.
temporal-shift-module - [ICCV 2019] TSM: Temporal Shift Module for Efficient Video Understanding
pytorch-image-models - PyTorch image models, scripts, pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNet-V3/V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more
Video-Dataset-Loading-Pytorch - Generic PyTorch dataset implementation to load and augment VIDEOS for deep learning training loops.
TFLiteClassification - TensorFlow Lite Image Classification Python Implementation
mmrotate - OpenMMLab Rotated Object Detection Toolbox and Benchmark