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How to overcome the problem of privacy misclassification due to AI misidentification?

2025-08-25 1.3 K

AI Recognition Accuracy Response Program

Multi-dimensional validation schemes are recommended for possible misrecognition by the Google Vision API:

  • Cross-validation tools::
    • Comparative analysis was also performed using Microsoft Azure Computer Vision
    • Local deployment of the open source Detectron2 model for secondary validation
  • Points for Manual Inspection::
    • Note the AI labeled confidence scores (professional tools show probability values)
    • Focus on verifying key elements such as physical features and textual information
    • Be wary of vague expressions such as 'possible' and 'suspected'.
  • Active jamming technology::
    • Adding visual noise to sensitive photos (recommended intensity 5-10%)
    • Fine-tuning facial features using GAN generative adversarial networks
    • Interfering with AI Recognition Using Adversarial Sample Techniques

Establish a three-stage workflow of 『recognition-verification-processing』, and when AI recognizes sensitive information, manually confirm it before deciding how to handle it. Business users can consider building an automated audit pipeline.

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