object_detection_uno

This notebook is primarly oriented to be used on Google Colab and to use models from modelzoo.

Usage

To use the notebook, you will first need to install the necessary libraries, which are listed below and train the model, which you can do in the notebook itself.

You will then need to adjust some paths and the notebook will be ready to use.

Requirements

Python 3.7.13

libcudnn8=8.1.0.77-1

cuda11.2

Examples and Metrics

Metric	Area & Maximum detections	Result
AP IoU=0.50	all maxDets = 100	0.788
AP IoU=0.75	all maxDets = 100	0.984
AP IoU=0.50:0.95	small maxDets = 100	0.760

Metric	Area & Maximum detections	Result
AR IoU=0.50:0.95	all maxDets = 100	0.827
AR IoU=0.50:0.95	small maxDets = 100	0.803
AR IoU=0.50:0.95	medium maxDets = 100	0.878