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Update README.md
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sergiopaniego authored Jan 15, 2024
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Expand Up @@ -11,12 +11,12 @@ Currently supported tasks include:
* Driving in traffic
* Navigation

Each task comes with its own custom evaluation metrics that can help compare autonomous driving solutions.
The main component of the ego vehicle is the brain, which receives sensor data, manipulates it, and generates robot control commands based on it.
The inner part of the brain can be controlled by an end-to-end model, written in Tensorflow or PyTorch, a reinforcement learning policy, or even an explicitly programmed policy.
Each task comes with its custom evaluation metrics that can help compare autonomous driving solutions.
The main component of the ego vehicle is the controller (brain), which receives sensor data, manipulates it and generates robot control commands based on it.
The inner part of the brain can be controlled by an end-to-end deep learning model, written in Tensorflow or PyTorch, a reinforcement learning policy, or even an explicitly programmed policy.

The software provides two main pipelines, a graphical user interface (GUI) and a headless mode (scripted).
The first one is intended for testing one brain+model at a time and debugging it visually while the headless mode is intended for running lots of experiments at the same time for comparison of a batch of brain+models in different scenarios.
The first one is intended for testing one brain+model (controller) at a time and debugging it visually while the headless mode is intended for running lots of experiments at the same time for comparison of a batch of brain+models (controllers) in different scenarios.


![alt text](./assets/behavior_metrics_paper_behavior_metrics_full_architecture.png)
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