What you need
Choose one authorised JPEG, PNG, or WebP still image up to 20 MB and 12 million decoded pixels. Animated frames are not processed.
Image Tools / Local studio
Measure variance of a four-neighbor discrete luminance Laplacian as an explicitly bounded focus heuristic without editing pixels.
Step 1 / Source
Or browse for a JPEG, PNG, or WebP image that you own or are authorised to edit.
One file · up to 20 MB · maximum 50 megapixelsStep 2 / Output
This analysis uses one documented method so repeated runs on the same decoded pixels remain comparable.
The selected image is decoded and re-encoded inside this browser tab.
After download, the preview URL, decoded bitmap, canvas, and selected source reference are cleared.
Nirmion cannot remove the finished file from your device or browser download history.
Workflow guide
Choose one authorised JPEG, PNG, or WebP still image up to 20 MB and 12 million decoded pixels. Animated frames are not processed.
Compare repeated captures of the same static subject and framing while treating the score only as one focus-review signal.
Review and download a separate Laplacian-variance JSON report; the original file on your device remains unchanged.
Decision guide
A four-neighbor discrete Laplacian is calculated for each visible decoded pixel, then population variance summarizes second-derivative activity.
Laplacian variance changes with texture, scale, noise, compression, and content; it cannot certify focus or rank unrelated images objectively. Browser-local processing avoids a Nirmion file upload, but it cannot remove copies stored elsewhere.
OpenCV Laplace operator tutorialGood to know
Questions answered
No. Supported JPEG, PNG, and WebP decoding, pixel inspection, transformation, and export run in your current browser tab. Nirmion does not send the selected image to its API for this workflow. The result is a separate derivative or JSON report, while the original file on your device remains unchanged and should be retained for comparison.
A four-neighbor discrete Laplacian is calculated for each visible decoded pixel, then population variance summarizes second-derivative activity. Fully transparent samples are excluded from numerical reports, while visual effects preserve source alpha. The method does not infer subjects, restore missing detail, calibrate a display, or develop raw camera data. Compare edges, gradients, text, texture, and transparent areas with the original before relying on the result.
Laplacian variance changes with texture, scale, noise, compression, and content; it cannot certify focus or rank unrelated images objectively. The workspace accepts one supported still image up to 20 MB and caps this pixel-intensive operation at 12 million decoded pixels for predictable browser memory use. Results depend on browser decoding and encoding support. Animation, raw development, ICC calibration, layer editing, and batch processing are outside this tool's verified scope.