arXiv:2501.09456

On the Relation between Optical Aperture and Automotive Object Detection

Ofer Bar-Shalom, Tzvi Philipp, Eran Kishon

제출 2025-01-16

원문 초록

We explore the impact of aperture size and shape on automotive camera systems for deep-learning-based tasks like traffic sign recognition and light state detection. A method is proposed to simulate optical effects using the point spread function (PSF), enhancing realism and reducing the domain gap between synthetic and real-world images. Computer-generated scenes are refined with this technique to model optical distortions and improve simulation accuracy.

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