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5. Cross-Modal Signal Recovery

  • 2026
  • OriginalPaper
  • Chapter
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Abstract

This chapter delves into the Audio-Visual-Aided Haptic Signal Recovery (AVHR) scheme, a groundbreaking approach designed to tackle the challenges of haptic signal recovery in haptic-dominant multi-modal services. The text explores the framework of AVHR, which includes feature extraction by cloud-edge transfer, shared semantic learning by multi-modal fusion, and haptic signal generation by semantic constraints. The chapter also discusses the optimization process and experimental results, highlighting the superior performance of AVHR compared to other competing approaches. Additionally, it covers the application of AVHR in various scenarios, such as remote industrial robotic grasping and tele-surgery, demonstrating its potential to enhance the quality and reliability of haptic feedback in these applications. The chapter concludes with a discussion on the future directions and potential improvements for the AVHR scheme, making it a comprehensive guide for professionals interested in advancing haptic signal recovery technologies.

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Title
Cross-Modal Signal Recovery
Authors
Xin Wei
Dan Wu
Liang Zhou
Copyright Year
2026
DOI
https://doi.org/10.1007/978-3-032-00957-9_5
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