No more pixel peeping.

Turn massive bird photo collections into a searchable, quality-sorted library.

Project Kestrel is a Machine Learning-powered bird photography analysis software that groups your burst photos together and ranks them by image quality. Let Kestrel turn your RAW photo collection into a searchable, quality-sorted and interactive library, then simply select your favorite photos to edit and share!

Kestrel turns your photo collection into a searchable, quality-sorted library. Browse by scene or family to quickly find your best shots without pixel peeping.

100% local

All processing is done locally on your device.

Intelligent Grouping

Groups your photos by bursts or scenes for faster review.

You stay in control

Kestrel only checks sharpness, motion blur, and noise. You pick your favorites based on pose, framing, and artistic preference.

Search by Family/Species

Kestrel guesses the family and species of birds in your photos, so you can filter your library to find specific birds.

Works with RAW Formats

Kestrel works with RAW files, preserves your folder structure, and never deletes or modifies your photos.

Features

Make reviewing thousands of photos feel effortless.

Automatic bird detection

Finds birds, masks them precisely, and focuses quality scoring on the subject.

Bird detection mask

Family and species search

Classifies birds so you can filter your library by family or species.

Species search results

Objective quality ranking

Ranks frames by sharpness, motion blur, and noise for clean comparisons.

Quality ranking overview

Scene grouping

Bursts are grouped automatically so you can judge similar frames together.

Scene grouping overview

Note: Kestrel family classification and species classification may be inaccurate and should only be used as a tool to help narrow down your library when searching for a specific scene.

How to Use

Analyze. Browse. Pick your favorites.

01

Run the analyzer

Select a photo folder and let Kestrel detect birds, classify them, and score quality.

Analyzer view
02

Open the visualizer

Browse results by scene or species with a fast, responsive visual interface.

Visualizer scene view
03

Export the best frames

Double-click any shot to open it in your favorite photo editor.

Quality sorted frames

Screenshots

See Kestrel in action.

Search by species or family.
Review scenes ranked by quality.
Kestrel ranks your photos by quality, so you can find the sharpest frames without pixel peeping.
Analyzer progress and status at a glance.

Ready to try it?

Download Project Kestrel

Windows builds are available on GitHub. MacOS and Linux users can run from source with Python 3.12+ and ImageMagick.