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Vision-Based High-Speed Driving With a Deep Dynamic Observer

Vision-Based High-Speed Driving With a Deep Dynamic Observer

In this letter, we present a framework for combining deep learning-based road detection, particle filters, and model predictive control (MPC) to drive aggressively using only a monocular camera, IMU, and wheel speed sensors. This framework uses deep convolutional neural networks combined with LSTMs to learn a local cost map representation …