References and useful resources

The following references contain bibliography, tools, code or other resources that have been consulted or directly used/included in this library organized by topic.

• Video content analysis

  • Wikipedia article

  • EDN Introduction to video analytics

• Object detection

  • YOLOv4

    • Tensorflow implementation / converter

  • Evaluation

    • Lecture 5: Evaluation Information Retrieval - Computer Science Tripos Part II

    • mAP (mean Average Precision) for Object Detection

    • Evaluating object detection models using mean average precision

• Object tracking

  • CV3DST - Object tracking

  • SORT

    • Simple Online and Realtime Tracking

    • Code from the original paper

  • DeepSORT

    • Simple Online and Realtime Tracking with a Deep Association Metric

    • Code from the original paper

    • Cosine metric learning

• Dataset annotation tools

  • OpenLabeling

  • CVAT (Computer Vision Annotation Tool)