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STARLESS

Now powered by the Axiom v2 model.

See what Axiom v2 changes

Drag the handle to compare the original frame vs the Starless result.

After: processed with Starless (Axiom v2) Before: original image

Star removal with structure preservation — designed for astrophotography workflows.

Built for Astrophotography Workflows

Starless is designed to respect your data — from acquisition to final processing.

Works with FITS and 16/32-bit TIFF

Process high-dynamic-range files without losing precision.

Linear Workflow Support*

Operate directly on linear data while preserving scientific integrity.

Background Gradient Removal**

Clean uneven sky glow and preserve faint structures.

* Starless performs a temporary prestretch to remove stars, then applies a mathematical inversion to restore the image to its original linear state.

** Available in the standalone version only.

Noise Cleaning, Not Just Star Removal

Starless doesn’t only separate stars from deep-sky signal — it also cleans noise in the same pass. The result is a cleaner background and more reliable structure, which is why Starless becomes the first step before any editing: stretching, color work, contrast, sharpening, or local enhancements.

This is not “classic” noise reduction (blurring, smoothing, or frequency filtering). Axiom v2 applies a neural model trained to distinguish astrophysical signal from noise patterns at the pixel level, using learned statistical priors about real sky data. In practice, it suppresses both random noise and structured noise while preserving faint gradients and filamentary detail — improving the signal-to-noise ratio without destroying information.

After: Starless noise cleaning Before: original background noise

Cleaner background, stronger faint signal — ready for stretching and finishing.

Star Mask

Starless generates a clean, ready-to-use star mask you can export and reuse in your workflow. This makes it easy to process nebulae and background separately, then bring stars back with full control.

After your edits, you can reintroduce the stars directly using Starless — keeping the final image natural, balanced, and exactly the way you want it.

After: stars isolated with Starless Before: original image

Export the star mask, edit freely, then add stars back — directly in Starless.

Starless software interface screenshot

Built for Beginners. Trusted by Experts.

Starless is designed to feel approachable on day one, while still giving experienced users the control they expect in serious astrophotography workflows.

The core know-how behind Starless is not “removing things” — it’s generating an information-rich file that stays clean. No halos, no harsh edges, no synthetic-looking leftovers. Just a result that remains faithful to the data and ready for real editing: stretching, color work, contrast, and finishing.

The result is a structurally reliable image — stable, information-rich, and ready for demanding processing.

Model Lineage & Capacity

Zenith and Nadir are the open models powering community workflows (Siril / SETI Astro Suite). Axiom is Starless’ high-capacity architecture — built to stay precise across the hardest datasets.

Why Axiom stays stable in difficult frames

Axiom’s higher parameter count increases representational capacity — meaning it can model more complex spatial relationships and ambiguous edge cases without collapsing faint structures into noise or artifacts. In practice, this improves reliability on tough datasets: crowded star fields, low SNR, gradients, mixed noise distributions, and imperfect optics.

Zenith is optimized specifically for Siril workflows; Nadir is a Axiom-based model for efficiency in Seti Astro Suite.

Final Result Quality

Precision star removal with structure preservation — ready for stretching, grading, and finishing.

After Starless processing Before processing
Before
After

Availability

Standalone
Windows • macOS Apple Silicon
SETI Astro Suite
Available as Nadir plugin add-on
Siril
Available as Siril Script add-on