Hasty Briefsbeta

  • #False Positives
  • #Google Cloud Vision
  • #Image Moderation
  • Google Cloud Vision (GCV) Safe Search Detection helps detect inappropriate content like adult or violent imagery.
  • GCV only supports batch processing for images stored in Google Cloud Storage (GCS), limiting scalability for other hosting solutions.
  • The asyncBatchAnnotateImages API processes up to 100 images per request, requiring additional logic for large datasets.
  • Testing with a dataset of mice images showed GCV successfully detected explicit or violent content but had 15 false positives.
  • False positives included safe images flagged as 'violence', 'racy', or 'adult' without valid reasons.
  • GCV is useful as a first layer of moderation but not reliable enough for standalone use due to false positives.
  • Human annotation remains more accurate and cost-effective for high-precision moderation needs.