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Video analytics
Pradyumna Joshi edited this page Jan 8, 2021
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Europa Video surveillance use cases - https://erncip-project.jrc.ec.europa.eu/sites/default/files/ReqNo_JRC100401_Surveillance%20Use%20Cases%20Focus%20on%20Video%20Analytics.pdf
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Smoke detection - https://github.com/tobybreckon/fire-detection-cnn
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Video analytics guide - https://tryolabs.com/resources/video-analytics-guide/
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MBARI video data processing using FRCNN - https://github.com/NathanYee/Video-Processing
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Image processing on video stream - https://github.com/dip-course/video-processing
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Image and video processing in python - https://www.pythonforengineers.com/image-and-video-processing-in-python/
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Live unsecured camera feeds - https://www.insecam.org
- Selection of GPU for deep learning - https://timdettmers.com/2020/09/07/which-gpu-for-deep-learning/
- Why GPU in deep learning - https://towardsdatascience.com/what-is-a-gpu-and-do-you-need-one-in-deep-learning-718b9597aa0d
- Hardware for machine learning - challenges and opportunities - https://arxiv.org/pdf/1612.07625.pdf
- Hardware for video content analysis - https://www.briefcam.com/resources/blog/what-hardware-do-i-need-to-deploy-video-content-analytics/
- Intelligent video surveillance - deep learning techniques for crowd analysis - https://journalofbigdata.springeropen.com/articles/10.1186/s40537-019-0212-5
- Firearm detection - https://github.com/umairqadir97/Autonomous-Security-Surveillance-Firearm-Detection-System
- https://data-flair.training/blogs/deep-surveillance-with-deep-learning-intelligent-video-surveillance-project/
- Why ML for video surveillance - https://www.briefcam.com/resources/blog/how-can-machine-learning-be-used-for-cctv-video-surveillance/
- Choosing GPU for deep learning - https://lambdalabs.com/blog/choosing-a-gpu-for-deep-learning/
- Computer vision from image to video analysis using deep learning - https://heartbeat.fritz.ai/computer-vision-from-image-to-video-analysis-d1339cf23961