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Can you Read This? (Or: how I Improved Text Readability on the Web for the Visually...

Talkat PyCon DE & PyData Berlin 2022 · 2022-04-11..04-13· [accessibility]
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slides:none on file

Builds a practical system that flags whether text over images is actually readable by people with vision loss rather than just naming the topic. Uses OCR experiments (Tesseract fails on 72 dpi web screenshots; EasyOCR helps), then extracts characters with CRAFT character heatmaps and runs a binary per-character classifier, counts poor characters and thresholds the text. Trained on mixed objective/plain-background labels, integrated into a Site Scanner product, finds many failures especially in travel/news/art sites; cites 250M+ visually impaired (217M severe, 36M blind).

AI-written summary · about

  1. 0:00Start
  2. 5:36contrast ratio
  3. 10:01TESSERACT
  4. 21:32SOLUTION
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