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SymbolSight: Minimizing Inter-Symbol Interference for Reading with Prosthetic Vision

arXiv 2601.17326 ↗First posted 24 Jan 2026cs.CV cs.HCcited by 0

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Abstract (arXiv)

Retinal prostheses restore limited visual perception, but low spatial resolution and temporal persistence make reading difficult. In sequential letter presentation, the afterimage of one symbol can interfere with perception of the next, leading to systematic recognition errors. Rather than relying on future hardware improvements, we investigate whether optimizing the visual symbols themselves can mitigate this temporal interference. We present SymbolSight, a computational framework that selects symbol-to-letter mappings to minimize confusion among frequently adjacent letters. Using simulated prosthetic vision (SPV) and a neural proxy observer, we estimate pairwise symbol confusability and optimize assignments using language-specific bigram statistics. Across simulations in Arabic, Bulgarian, and English, the resulting heterogeneous symbol sets reduced predicted confusion by a median factor of 22 relative to native alphabets. These results suggest that standard typography is poorly matched to serial, low-bandwidth prosthetic vision and demonstrate how computational modeling can narrow the design space of visual encodings, identifying high-potential candidates for future psychophysical and clinical evaluation rather than predicting present-day clinical reading performance directly.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 6 of its 29 references that are in the map. First posted on arXiv 24 Jan 2026.

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References · 6

  1. 2017mixup: Beyond Empirical Risk Minimizationcited by 5,155
  2. 2019Searching for MobileNetV3cited by 1,984
  3. 2023Human-in-the-Loop Optimization for Deep Stimulus Encoding in Visual Prosthesescited by 8
  4. 2021Deep Learning--Based Scene Simplification for Bionic Visioncited by 4
  5. 2024Predicting the Temporal Dynamics of Prosthetic Visioncited by 1
  6. 2025Simulated prosthetic vision confirms checkerboard as an effective raster pattern for epiretinal implantscited by 1

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