Texture Perception with a Biomimetic Optical Tactile Sensor

被引:1
|
作者
Pestell, Nicholas [1 ,2 ]
Lepora, Nathan F. [1 ,2 ]
机构
[1] Univ Bristol, Dept Engn Math, Bristol, Avon, England
[2] Univ Bristol, Bristol Robot Lab, Bristol, Avon, England
来源
BIOMIMETIC AND BIOHYBRID SYSTEMS | 2018年 / 10928卷
关键词
Tactile sensing; Texture perception; Biomimetics;
D O I
10.1007/978-3-319-95972-6_39
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this study we assess the ability of the TacTip to classify a range of 12 textured stimuli with particle sizes ranging from 642 mu m to 15 mu m. We observe stick-slip events at the interface between sensor and stimulus which vary depending on the texture. We compare the use of marker position with marker velocity for encoding texture and found the velocity feature performed substantially better with a RMS error of similar to 1.4 stimulus classes compared with similar to 2.3 for the position feature. Marker velocity is analogous to rapidly adapting mechanoreceptors, such as Meissner's corpuscles, which are thought to be used for roughness perception, therefore this result may be indicative of the biology of human touch.
引用
收藏
页码:365 / 369
页数:5
相关论文
共 50 条
  • [1] Exploiting Sensor Symmetry for Generalized Tactile Perception in Biomimetic Touch
    Ward-Cherrier, Benjamin
    Cramphorn, Luke
    Lepora, Nathan F.
    IEEE ROBOTICS AND AUTOMATION LETTERS, 2017, 2 (02): : 1218 - 1225
  • [2] Slip Detection With a Biomimetic Tactile Sensor
    James, Jasper Wollaston
    Pestell, Nicholas
    Lepora, Nathan E.
    IEEE ROBOTICS AND AUTOMATION LETTERS, 2018, 3 (04): : 3340 - 3346
  • [3] From Pixels to Percepts: Highly Robust Edge Perception and Contour Following Using Deep Learning and an Optical Biomimetic Tactile Sensor
    Lepora, Nathan E.
    Church, Alex
    de Kerckhove, Conrad
    Hadsell, Raia
    Lloyde, John
    IEEE ROBOTICS AND AUTOMATION LETTERS, 2019, 4 (02): : 2101 - 2107
  • [4] Slip Detection on Natural Objects with a Biomimetic Tactile Sensor
    James, Jasper W.
    Lepora, Nathan F.
    BIOMIMETIC AND BIOHYBRID SYSTEMS, 2018, 10928 : 232 - 235
  • [5] BioTacTip: A Soft Biomimetic Optical Tactile Sensor for Efficient 3D Contact Localization and 3D Force Estimation
    Li, Haoran
    Nam, Saekwang
    Lu, Zhenyu
    Yang, Chenguang
    Psomopoulou, Efi
    Lepora, Nathan F.
    IEEE ROBOTICS AND AUTOMATION LETTERS, 2024, 9 (06): : 5314 - 5321
  • [6] A flexible triboelectric tactile sensor for simultaneous material and texture recognition
    Song, Ziwu
    Yin, Jihong
    Wang, Zihan
    Lu, Chengyue
    Yang, Ze
    Zhao, Zihao
    Lin, Zenan
    Wang, Jiyu
    Wu, Changsheng
    Cheng, Jia
    Dai, Yuan
    Zi, Yunlong
    Huang, Shao-Lun
    Chen, Xinlei
    Song, Jian
    Li, Gang
    Ding, Wenbo
    NANO ENERGY, 2022, 93
  • [7] Soft Tactile Sensor With Multimodal Data Processing for Texture Recognition
    Martinez-Hernandez, Uriel
    Assaf, Tareq
    IEEE SENSORS LETTERS, 2023, 7 (08)
  • [8] Identification of tactile mechanisms for the evaluation of object sizes during texture perception
    Strassburg, Julia
    Burbidge, Adam
    Hartmann, Christoph
    FOOD QUALITY AND PREFERENCE, 2009, 20 (04) : 329 - 334
  • [9] Perception of the tactile texture of raised-dot patterns: A multidimensional analysis
    Gescheider, GA
    Bolanowski, SJ
    Greenfield, TC
    Brunette, KE
    SOMATOSENSORY AND MOTOR RESEARCH, 2005, 22 (03) : 127 - 140
  • [10] A Large-Effective Contact Area and Integrated Tactile Display for Texture Perception
    Li, Nan
    Wu, Zhen
    Huang, Shizhen
    Zeng, Tao
    2017 15TH IEEE INTERNATIONAL SYMPOSIUM ON HAPTIC, AUDIO AND VISUAL ENVIRONMENTS AND GAMES (HAVE), 2017, : 77 - 82