Image Quality and Blur Checker

Measure a bounded blur estimate and dark/light pixel fractions for manual image review.

Files stay on your device No sign-up Free to use
How this works

The tool runs in this browser. Your file or text is not uploaded to UseFreeTools. Check this tool's limits for anything it may save on your device.

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Process images controls

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or choose them from your device

Up to 20 images; 24 megapixels and 20 MiB combined. Each file up to 64 MiB.

    This uncalibrated cutoff only flags images for review. It cannot distinguish blur from a plain background.

    How to use Image Quality and Blur Checker

    1. Upload a supported image.
    2. Choose the documented review thresholds.
    3. Inspect the measurements alongside the picture rather than treating them as an absolute verdict.

    Example: Image Quality and Blur Checker

    A local worked example using the inputs and settings below for image quality and blur checker.

    You add
    Images to inspect: ["sample.png (348 bytes)"] Laplacian variance review threshold: "100"
    You get
    Measured 1 images; 0 below the chosen review cutoff. sample.png | 80×60 | 5151.50 | At or above cutoff | 50.0% | 50.0% | 0.0% | Texture depends on the scene image-quality-review.json

    Options

    Threshold
    The entered threshold is your review rule for the measured Laplacian variance. It is not a calibrated quality rating.
    Sampling
    Images are reduced to the documented longest side before measurement. Scale, texture, noise and transparency can change the result.

    Supported inputs and limits

    Up to 20 JPEG, PNG or WebP files, 24 megapixels and 128 MiB combined, 64 MiB per file. Measurements use rasters downsampled to a longest side of 512 pixels. Noise, texture, scale and excluded transparent pixels affect Laplacian variance. The entered threshold is an uncalibrated review aid, not a quality verdict.

    Where your input is processed

    This tool processes your input in this browser. Your text and files are not uploaded to UseFreeTools. Check this tool's limits for anything it may save on your device.

    Compare like images under the same conditions

    A noisy photo can have a high edge metric without useful detail. A smooth subject can have a low value despite being in focus. Use the measurement to order a manual review, then inspect the original at its intended size.

    Questions about Image Quality and Blur Checker

    Does a low metric always mean an out-of-focus photo?

    No. A smooth sky or other textureless subject can also have little edge variation.

    Can I compare values from differently sized images?

    Sampling and scale affect the measure. Compare results under the same stated conditions and inspect the images.

    Do dark pixels prove underexposure?

    No. A dark subject can be intentional. The fraction is a review cue, not a camera diagnosis.

    Project manager: Tony Hines · Content updated 4 October 2026 · Report a problem