Enhanced path planning for robot navigation in Gaussian noise environments with YOLO v10 and depth deterministic strategies

Abstract Facing Gaussian noise from severe rain and haze, we employ multi-scale YOLO v10 for obstacle detection amidst high noise and DDPG (Deep Deterministic Policy Gradient) for enhanced path planning. YOLO v10 is used to annotate obstacles, and different input scales are set to deal with Gaussian...

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Bibliographic Details
Main Authors: Feng Xiao, Shiwei Chu, Xing Guo, Youhai Zhang, Rubing Huang
Format: Article
Language:English
Published: Springer 2025-05-01
Series:Discover Artificial Intelligence
Subjects:
Online Access:https://doi.org/10.1007/s44163-025-00265-1
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