Abstract

Underwater human--robot interaction requires gesture commands that are both easy for divers to use and reliable for robots to recognize. We investigate these aspects through a closed-loop diver--robot interaction framework integrating a compact seven-gesture vocabulary, lightweight landmark-based recognition, and command-level interaction logic. We evaluate the framework through a user study and underwater robot experiments in a laboratory tank and a swimming pool. The user study supported the reproducibility of the gestures after brief learning. Recognition analysis further showed that visual similarity was associated with gesture confusion, while intermediate poses during gesture formation introduced temporal ambiguity. Command-level processing mitigated the effects of transient recognition errors on robot execution, reducing unintended triggers and premature task interruptions. These findings show that reliable underwater gesture interaction depends on human usability, gesture recognizability, and execution reliability in underwater interaction.

Keywords

Publication details

Journal
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Open access
Green open access

Cite this article

APA 7

Liu, Y., Yao, K., Peng, Z., Bi, Y., Li, A., Sun, Z., & Li, X. (2026). Towards Reliable Underwater Diver-Robot Interaction: Gesture Design, Interaction Logic, and Real-World Evaluation. https://omanscience.com/en/articles/towards-reliable-underwater-diver-robot-interaction-gesture-design-interaction-logic-and-real-world-evaluation

MLA 9

Liu, Yingqi, et al. "Towards Reliable Underwater Diver-Robot Interaction: Gesture Design, Interaction Logic, and Real-World Evaluation." https://omanscience.com/en/articles/towards-reliable-underwater-diver-robot-interaction-gesture-design-interaction-logic-and-real-world-evaluation.

Chicago (author–date)

Liu, Yingqi, Kanzhong Yao, Zimeng Peng, Yuanbo Bi, Anran Li, Zhe Sun, and Xuelong Li. 2026. "Towards Reliable Underwater Diver-Robot Interaction: Gesture Design, Interaction Logic, and Real-World Evaluation." https://omanscience.com/en/articles/towards-reliable-underwater-diver-robot-interaction-gesture-design-interaction-logic-and-real-world-evaluation.

Harvard

Liu, Y., Yao, K., Peng, Z., Bi, Y., Li, A., Sun, Z. and Li, X. (2026) 'Towards Reliable Underwater Diver-Robot Interaction: Gesture Design, Interaction Logic, and Real-World Evaluation', Available at: https://omanscience.com/en/articles/towards-reliable-underwater-diver-robot-interaction-gesture-design-interaction-logic-and-real-world-evaluation.

Vancouver

Liu Y, Yao K, Peng Z, Bi Y, Li A, Sun Z, et al. Towards Reliable Underwater Diver-Robot Interaction: Gesture Design, Interaction Logic, and Real-World Evaluation. https://omanscience.com/en/articles/towards-reliable-underwater-diver-robot-interaction-gesture-design-interaction-logic-and-real-world-evaluation

IEEE

Y. Liu, K. Yao, Z. Peng, Y. Bi, A. Li, Z. Sun, and X. Li, "Towards Reliable Underwater Diver-Robot Interaction: Gesture Design, Interaction Logic, and Real-World Evaluation," https://omanscience.com/en/articles/towards-reliable-underwater-diver-robot-interaction-gesture-design-interaction-logic-and-real-world-evaluation.