Multiple Object Tracking Metrics - MOTA, IDF1, HOTA. Algorithm and source code reading скачать в хорошем качестве

Multiple Object Tracking Metrics - MOTA, IDF1, HOTA. Algorithm and source code reading

This video takes a deep dive into metrics used for assessing trackers for multiple object tracking. It talks about motivations behind them, pros and cons of earlier metrics (MOTA/IDF1), and the actual metric algorithm. Second half of the video goes over the official source code. Important links: Metrics repo: https://github.com/JonathonLuiten/Tra... MOT challenge home - the video primarily talks about this challenge: https://motchallenge.net/ Installation instructions: https://github.com/adensur/blog/blob/... HOTA Paper: https://arxiv.org/pdf/2009.07736 00:00 - Intro 01:41 - IoU similarity 03:58 - Detection Accuracy, Hungarian Matching 09:17 - MOTA 23:23 - IDF1 35:17 - HOTA 48:52 - MOT Challenge overview 55:55 - Metrics repo overview 58:26 - Reading metrics code 01:07:13 - Preprocessing, distractor classes 01:15:30 - MOTA source code 01:22:24 - IDF1 source code 01:34:46 - HOTA source code 01:44:54 - MOTR evaluation example