mmdetection3d
mmaction2
| mmdetection3d | mmaction2 | |
|---|---|---|
| 3 | 5 | |
| 4,815 | 3,902 | |
| 2.2% | 2.0% | |
| 7.1 | 7.2 | |
| 13 days ago | 24 days ago | |
| Python | Python | |
| Apache License 2.0 | Apache License 2.0 |
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mmdetection3d
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What's the best model to get monocular 3d angle info
There are bunch of methods in this codebase, check it out. https://github.com/open-mmlab/mmdetection3d
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MMDeploy: Deploy All the Algorithms of OpenMMLab
MMDetection3D: OpenMMLab's next-generation platform for general 3D object detection.
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Master thesis on autonomous vehicles (cybersecurity aspect)
You create and test the attacks on datasets like Kitti, NuScenes, and many others. Basically you try to manipulate the input to a certain detection pipeline for example (You can find a lot of LiDAR and camera based detection pipelines here: https://github.com/open-mmlab/mmdetection3d and here https://github.com/open-mmlab/mmdetection). You try to manipulate the input so that it deceives the car to do what you need without having control to the car itself.
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?
mmdetection - OpenMMLab Detection Toolbox and Benchmark
mmpose - OpenMMLab Pose Estimation Toolbox and Benchmark.
yolov5 - YOLOv5 🚀 in PyTorch > ONNX > CoreML > TFLite
compare_gan - Compare GAN code.
medicaldetectiontoolkit - The Medical Detection Toolkit contains 2D + 3D implementations of prevalent object detectors such as Mask R-CNN, Retina Net, Retina U-Net, as well as a training and inference framework focused on dealing with medical images.
mmflow - OpenMMLab optical flow toolbox and benchmark
3d-multi-resolution-rcnn - Official PyTorch implementaiton of the paper "3D Instance Segmentation Framework for Cerebral Microbleeds using 3D Multi-Resolution R-CNN."
temporal-shift-module - [ICCV 2019] TSM: Temporal Shift Module for Efficient Video Understanding
yolov3 - YOLOv3 in PyTorch > ONNX > CoreML > TFLite
Video-Dataset-Loading-Pytorch - Generic PyTorch dataset implementation to load and augment VIDEOS for deep learning training loops.
autogluon - Fast and Accurate ML in 3 Lines of Code
mmrotate - OpenMMLab Rotated Object Detection Toolbox and Benchmark