Video analytics

• 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

• Smoke detection - https://github.com/tobybreckon/fire-detection-cnn

• Video analytics guide - https://tryolabs.com/resources/video-analytics-guide/

• MBARI video data processing using FRCNN - https://github.com/NathanYee/Video-Processing

• Image processing on video stream - https://github.com/dip-course/video-processing

• Image and video processing in python - https://www.pythonforengineers.com/image-and-video-processing-in-python/

• Live unsecured camera feeds - https://www.insecam.org

GPU selection for Video content analysis

• 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