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Chan-Jin Chung

2 papers indexed

arxivcs.NEcs.CVcs.RO2026-06-29

Evolutionary Hyperparameter Optimization to Find Lightweight CNN Models for Autonomous Steering

Devson Butani, Ryan Kaddis, Chan-Jin Chung

This research investigates the optimization of Convolutional and Dense Neural Networks (CNNs and DNNs) for autonomous steering using the (N+M) Evolution Strategy (ES) with the 1/5th success rule. The primary objective is to develop a lightweight CNN based model capable of real-ti…

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crossrefVehicles2022-03-09Cited by 11

Autonomous Human-Vehicle Leader-Follower Control Using Deep-Learning-Driven Gesture Recognition

Joseph Schulte, Mark Kocherovsky, Nicholas Paul, Mitchell Pleune, Chan-Jin Chung

Leader-follower autonomy (LFA) systems have so far only focused on vehicles following other vehicles. Though there have been several decades of research into this topic, there has not yet been any work on human-vehicle leader-follower systems in the known literature. We present a…

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