When Vision Meets Touch: A Contemporary Review for Visuotactile Sensors from the Signal Processing Perspective
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Abstract (arXiv)
Tactile sensors, which provide information about the physical properties of objects, are an essential component of robotic systems. The visuotactile sensing technology with the merits of high resolution and low cost has facilitated the development of robotics from environment exploration to dexterous operation. Over the years, several reviews on visuotactile sensors for robots have been presented, but few of them discussed the significance of signal processing methods to visuotactile sensors. Apart from ingenious hardware design, the full potential of the sensory system toward designated tasks can only be released with the appropriate signal processing methods. Therefore, this paper provides a comprehensive review of visuotactile sensors from the perspective of signal processing methods and outlooks possible future research directions for visuotactile sensors.
Key facts. Cited by 5 papers in the map (data through 14 Oct 2026). First posted on arXiv 18 Jun 2024.
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Citing papers per year: 2025: 2; 2026: 3.
5 papers.
- 2025Universal Visuo-Tactile Video Understanding for Embodied Interactioncited by 8
- 2025TwinTac: A Wide-Range, Highly Sensitive Tactile Sensor with Real-to-Sim Digital Twin Sensor Modelcited by 4
- 2026Seeing Touch from Motion: A Unified Modality-Aware Visuo-Tactile Policy with Tactile Motion Correlationcited by 2
- 2026SemanticFeels: Semantic Labeling during In-Hand Manipulationcited by 0
- 2026The Language of Touch: Translating Vibrations into Text with Dual-Branch Learningcited by 0
- 2026Seeing Touch from Motion: A Unified Modality-Aware Visuo-Tactile Policy with Tactile Motion Correlation29 Jun 2026
- 2026The Language of Touch: Translating Vibrations into Text with Dual-Branch Learning26 Mar 2026
- 2026SemanticFeels: Semantic Labeling during In-Hand Manipulation15 Feb 2026
- 2025TwinTac: A Wide-Range, Highly Sensitive Tactile Sensor with Real-to-Sim Digital Twin Sensor Model12 Sep 2025
- 2025Universal Visuo-Tactile Video Understanding for Embodied Interaction28 May 2025