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Interfaces for specifying image and annotation paths to support foreground and background instance labeling.
Distinguishing note: Focuses on the runtime usage and path specification for segmentation tasks rather than initial dataset preparation.
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This project is a modular research toolkit designed for developing, training, and evaluating deep learning models for object detection, segmentation, and video instance tracking. It provides a flexible training engine that manages complex neural network execution, including distributed training, custom lifecycle hooks, and weight optimization. The framework is built around a hierarchical configuration system that allows users to define architectures, data pipelines, and training hyperparameters through composable, inheritable files. The project distinguishes itself through its highly modular
The project supports configuring panoptic segmentation datasets by specifying image and annotation paths to enable complex foreground and background instance labeling.