Object detection on synthetic data

Creating synthetic dataset in blender and training object detection model

Getting started

1. Follow instructions to install Poetry:

   # Unix/MacOs installation
   curl -sSL https://install.python-poetry.org | python3 -

2. Check that poetry was installed successfully:

   poetry --version

3. Setup workspace:

   make setup_ws

4. Setup ClearML:

   clearml-init

5. Download dataset to your local workspace:

   make migrate_dataset

Training

make run_training

Inference

make get_weights
make run_inference

Results

Image 1	Image 2	Image 3