Detectron2

Detectron2 enables developers to build and deploy state-of-the-art object detection models. It supports a variety of tasks, including instance segmentation and keypoint detection.

Key Features

• State-of-the-art object detection capabilities
• Flexible and modular architecture
• Supports multiple backbones and architectures
• Rich set of pre-trained models
• Easy-to-use command line interface
• Extensive documentation and community support

Pros

• Completely free to use
• High performance with efficient algorithms
• Active community and ongoing updates
• Customizable for specific project needs
• Supports distributed training

Cons

• Steep learning curve for beginners
• Limited support for non-standard datasets
• Requires familiarity with PyTorch
• Resource-intensive for training large models
• Some advanced features may require manual tuning