Object Detection with Detectron2

A series of notebooks to dive deep into popular datasets for object detection and learn how to train Detectron2 on a custom dataset.

• Notebook 00: Install Detectron2
• Notebook 01a: Load and read COCO dataset with COCO PythonAPI and GluonCV
• Notebook 01b: Load and read Open Images v5
• Notebook 02: Format Open Images annotations for Detectron2
• Notebook 03: Train Detectron2 on a small dataset of Camera and Tripod
• Notebook 04: Put all steps together: download Open Images v6 and train Detectron2 on a large dataset of 11 musical instruments.
• Notebook 05: Apply Detectron2 to solve a real world challenge (Kaggle Global Wheat Detection Competition)

Sample Outputs

From Notebook 03: Camera and Tripod

From Notebook 04: 11 Musical Instruments

From Notebook 05: Global Wheat Detection Challenge