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水中ロボティクスarXiv:2310.11536

3次元指差しによるダイバー関心対象のAUV伝達:水中ロボットと人間の協調のための3D指差し再構成

Diver Interest via Pointing in Three Dimensions: 3D Pointing Reconstruction for Diver-AUV Communication

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ダイバーが指差した対象をAUVが特定するため、ステレオカメラの疎なキーポイント再構成で3次元距離を推定し、複数物体の中から関心対象を判別する手法を提案。

著者: Chelsey Edge, Demetrious Kutzke, Megdalia Bromhal, Junaed Sattar

分類: cs.RO

原文アブストラクト

This paper presents Diver Interest via Pointing in Three Dimensions (DIP-3D), a method to relay an object of interest from a diver to an autonomous underwater vehicle (AUV) by pointing that includes three-dimensional distance information to discriminate between multiple objects in the AUV's camera image. Traditional dense stereo vision for distance estimation underwater is challenging because of the relative lack of saliency of scene features and degraded lighting conditions. Yet, including distance information is necessary for robotic perception of diver pointing when multiple objects appear within the robot's image plane. We subvert the challenges of underwater distance estimation by using sparse reconstruction of keypoints to perform pose estimation on both the left and right images from the robot's stereo camera. Triangulated pose keypoints, along with a classical object detection method, enable DIP-3D to infer the location of an object of interest when multiple objects are in the AUV's field of view. By allowing the scuba diver to point at an arbitrary object of interest and enabling the AUV to autonomously decide which object the diver is pointing to, this method will permit more natural interaction between AUVs and human scuba divers in underwater-human robot collaborative tasks.

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