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20242026
most citedVision-based Learning for Drones: A Survey

40 citations · 41 across the 6 of their papers we have counts for

collaborators

7 papers

cs.RO2026

Skytopia: Monocular Drone Navigation with Action-Conditioned Latent World Models

Yuhang Zhang, Rangya Zhang, Yujing Shang +6

Monocular drone navigation requires reaching a goal in an unseen environment from a single forward-facing camera, which offers few cues for depth and scale. World models address th…

cs.CV2026

Dual-Stage Invariant Continual Learning under Extreme Visual Sparsity

Rangya Zhang, Jiaping Xiao, Lu Bai +2

Continual learning seeks to maintain stable adaptation under non-stationary environments, yet this problem becomes particularly challenging in object detection, where most existing…

cs.RO2026

Learning Adaptive Cross-Embodiment Visuomotor Policy with Contrastive Prompt Orchestration

Yuhang Zhang, Chao Yan, Jiaxi Yu +2

Learning adaptive visuomotor policies for embodied agents remains a formidable challenge, particularly when facing cross-embodiment variations such as diverse sensor configurations…

cs.RO2025

Oracle-Guided Masked Contrastive Reinforcement Learning for Visuomotor Policies

Yuhang Zhang, Jiaping Xiao, Chao Yan +1

A prevailing approach for learning visuomotor policies is to employ reinforcement learning to map high-dimensional visual observations directly to action commands. However, the com…

cs.RO2025

Grounded Vision-Language Navigation for UAVs with Open-Vocabulary Goal Understanding

Yuhang Zhang, Haosheng Yu, Jiaping Xiao +1

Vision-and-language navigation (VLN) is a long-standing challenge in autonomous robotics, aiming to empower agents with the ability to follow human instructions while navigating co…

cs.RO2025★ 1 cited

FM-Planner: Foundation Model Guided Path Planning for Autonomous Drone Navigation

Jiaping Xiao, Cheng Wen Tsao, Yuhang Zhang +1

Path planning is a critical component in autonomous drone operations, enabling safe and efficient navigation through complex environments. Recent advances in foundation models, par…

cs.RO2024★ 40 cited

Vision-based Learning for Drones: A Survey

Jiaping Xiao, Rangya Zhang, Yuhang Zhang +1

Drones as advanced cyber-physical systems are undergoing a transformative shift with the advent of vision-based learning, a field that is rapidly gaining prominence due to its prof…