I want to develop a system based on the neural network that can accurately and fast recognize human actions in real-time, both from live webcam feeds and pre-recorded videos. My goal is to employ state-of-the-art techniques that can handle diverse actions and varying environmental conditions.
I would greatly appreciate any insights, recommendations, or research directions that experts could provide me with.
Thank you so much in advance.
It will be a challenging task. There are several approaches you can take, and the best one for you will depend on your specific needs and goals.
One approach is to use a 3D fully convolutional neural network (3DFCNN) that automatically encodes spatio-temporal patterns from raw depth sequences1. This type of network has been shown to be effective in recognizing human actions in real-time while maintaining a low computational cost1.
Another approach is to use deep learning techniques for video analysis. There are many state-of-the-art deep learning models for recognizing human actions, and you can find an overview of these models in the literature2. These models have been shown to be effective in solving human action recognition problems in realistic videos2.
You may also want to consider exploring open-source repositories on GitHub that focus on human action recognition3. These repositories often contain code and documentation that can help you get started with developing your own system.
There are SEVERAL approaches you can take to develop a real-time human action recognition system using neural networks. It’s important to carefully consider your specific needs and goals, and to explore the available resources and research to find the best approach for you. Good luck! 😊 Some links>>>
- 3DFCNN: real-time action recognition using 3D deep neural networks with raw depth information | SpringerLink
- [2208.03775] Video-based Human Action Recognition using Deep Learning: A Review (arxiv.org)
- human-action-recognition · GitHub Topics · GitHub
- Real-time human action recognition using raw depth video-based recurrent neural networks | SpringerLink
- Action Recognition | Papers With Code
- Sensors | Free Full-Text | The State-of-the-Art Sensing Techniques in Human Activity Recognition: A Survey (mdpi.com)
this question basically deals with classification, you need to identify the necessary python machine learning libraries, that supports that. as well the necessary functions
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