EZ-FRCNN is an open source, highly accessible software package for object detection tasks in ethology and cell biology. Using the FRCNN neural network architecture, the package allows users to quickly annotate images or frames from videos, fine-tune pretrained models for custom datasets, and use these models to detect objects in novel images or videos.

Features

  • Easy installation and environment setup for all OSes
  • Jupyter Notebook & full GUI available
  • Simple in-house annotation tools
  • Fast training: around 1 hour on a single GPU for a standard dataset
  • Fast inferencing: around 15 FPS on a single GPU
  • Significant documentation and tutorials for use