The Cosmic Sieve: How Gaia and CatWISE2020 Sift Through Billions of Celestial Bodies ✎ express

Original: "Performance analysis of extragalactic classifications in Gaia Data Release 4"
arXiv:2605.23388 · 2026-05-22 · arXiv non-exclusive · independent analysis · 1 min
The Gaia DR4 catalog acts as a giant sieve: using light and motion, it separates stars from galaxies and quasars.

The Gaia space telescope works like a sieve, sifting through myriad celestial objects. It gathers photometric data, measuring brightness across different wavelength bands, and spectroscopic data, which splits light into a rainbow spectrum. A neural network trained on this data identifies characteristic patterns: some correspond to stars, others to galaxies. For sufficiently bright sources, this classification achieves over 96% accuracy.

However, faint and distant objects, like the finest grains of sand, slip through the sieve's mesh. That's where the infrared telescope CatWISE2020 comes in: it detects thermal radiation, which can penetrate clouds of cosmic dust. If Gaia is a sieve with relatively large holes, CatWISE2020 acts as a sieve with much finer mesh, catching nearly a third more hidden quasars and galaxies. As a result, the Gaia DR4 catalog has gained three million quasar candidates and two million galaxies, although for the faintest sources there remains a risk of false positives — contaminants mistakenly identified as galaxies.

This grand cosmic census, a tally of celestial bodies, allows astronomers to trace how the universe evolves in its most remote corners. The sieve analogy, of course, simplifies reality: in practice, it involves complex processing of multidimensional data, where each "sighting" is a combination of photometric and spectroscopic features recognized by machine learning.

A quasar is the blazing core of a distant galaxy, where a supermassive black hole devours matter, emitting more light than all the stars in the galaxy combined.

Scientists
Bernhard RiemannJoseph WeberKarl SchwarzschildKip ThorneRainer WeissAlbert Einstein
Concepts
quasar radio astronomy galaxyEinstein field equationsvirial theoremFaraday effectVlasov equation