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Image Quality Detection API

Automatically assess image quality with AI. Detect blur, low resolution, poor lighting, noise, and other technical issues. Get actionable quality scores to filter low-quality uploads and maintain platform standards.

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Quality metrics
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Assessment accuracy

Comprehensive Quality Metrics

Our quality detection API analyzes multiple dimensions of image quality and provides both an overall score and individual metrics for each aspect. Set thresholds that match your platform's quality standards.

Blur Detection

Detect motion blur, focus issues, and overall sharpness

Resolution

Assess if resolution meets minimum requirements

Lighting

Evaluate exposure, brightness, and lighting quality

Contrast

Measure contrast levels and dynamic range

Compression

Detect JPEG artifacts and over-compression

Noise

Identify image noise and grain levels

Color Quality

Assess color accuracy and saturation

Composition

Evaluate framing and composition quality

Upload Filtering

Automatically reject low-quality uploads before they reach your platform. Set minimum quality thresholds for blur, resolution, and overall score.

Content Ranking

Use quality scores to rank and prioritize content. Show higher quality images in search results and featured sections.

Profile Photo Validation

Ensure profile photos meet quality standards. Reject blurry selfies, underexposed photos, or low-resolution uploads.

Product Image QA

Enforce quality standards for e-commerce product photos. Ensure consistent, professional product imagery.

API Response Example

{
  "quality": {
    "overall_score": 78,
    "metrics": {
      "sharpness": 85,
      "resolution": 92,
      "lighting": 72,
      "contrast": 80,
      "noise": 88,
      "compression": 65,
      "color_quality": 75
    },
    "issues": [
      {"type": "underexposed", "severity": "mild"},
      {"type": "compression_artifacts", "severity": "moderate"}
    ],
    "recommendations": ["Increase lighting", "Use less compression"]
  },
  "processing_time_ms": 18
}

Quality Detection FAQ

What does the overall quality score represent?

The overall score (0-100) is a weighted combination of all quality metrics. A score above 70 is generally considered good quality, while scores below 50 indicate significant quality issues.

Can I customize quality thresholds?

Yes, you can set custom thresholds for each metric via the API. For example, you might require higher sharpness for profile photos but be more lenient with user-generated content.

Does quality detection work with all image types?

Our quality metrics are calibrated for photographs. While they work on illustrations and graphics, some metrics like noise and sharpness are most meaningful for photographic content.

Can you detect intentionally degraded images?

Yes, we can detect intentional degradation like excessive filtering, extreme compression, and suspicious processing that might indicate screenshot recycling or image manipulation.

Assess Image Quality

10+ quality metrics in 20ms. Try the free demo now.

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