ThinTact: Thin Vision-Based Tactile Sensor by Lensless Imaging

计算机视觉 触觉传感器 人工智能 计算机科学 机器视觉 机器人
作者
Jing Xu,Weihang Chen,Hongyu Qian,Dan Wu,Rui Chen
出处
期刊:IEEE Transactions on Robotics [Institute of Electrical and Electronics Engineers]
卷期号:: 1-17
标识
DOI:10.1109/tro.2025.3530319
摘要

Vision-based tactile sensors have drawn increasing interest in the robotics community.However, traditional lensbased designs impose minimum thickness constraints on these sensors, limiting their applicability in space-restricted settings.In this paper, we propose ThinTact, a novel lensless visionbased tactile sensor with a sensing field of over 200 mm 2 and a thickness of less than 10 mm.ThinTact utilizes the maskbased lensless imaging technique to map the contact information to CMOS signals.To ensure real-time tactile sensing, we propose a real-time lensless reconstruction algorithm that leverages a frequency-spatial-domain joint filter based on discrete cosine transform (DCT).This algorithm achieves computation significantly faster than existing optimization-based methods.Additionally, to improve the sensing quality, we develop a mask optimization method based on the generic algorithm and the corresponding system matrix calibration algorithm.We evaluate the performance of our proposed lensless reconstruction and tactile sensing through qualitative and quantitative experiments.Furthermore, we demonstrate ThinTact's practical applicability in diverse applications, including texture recognition and contactrich object manipulation.
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