Pre-Columbian Art

Nazca Lines: How AI Found 303 New Figures in Six Months

A 2024 survey using AI found 303 new figures, but why the Nazca people made any of them is still debated.

The hummingbird geoglyph of Nazca seen from the air.
Nazca Lines, the hummingbird, Nazca culture, c. 200 BCE-500 CE. Geoglyph made by clearing the desert surface; about 50 m long. Pampa of Nazca, Ica, Peru. Line-type figures like this one are outlines drawn on a giant scale.Photo: PsamatheM, CC BY-SA 4.0, via Wikimedia Commons
The short answer

In 2024 a team from Yamagata University and IBM used AI to scan aerial photographs of the Nazca desert, then checked the best candidates on foot. In six months of fieldwork they confirmed 303 new figures, nearly doubling the 430 known after a century of searching. All of them are small reliefs that the human eye had missed.

Drawings scratched into a desert

The Nazca Lines are geoglyphs, from the Greek for “earth” and “carving”: images made on the ground itself, on the dry plains of southern Peru, about 400 km south of Lima. Their core area covers some 450 square kilometres. Most were made more than two thousand years ago by the people of the Nazca culture, and some are older still, the work of the earlier Paracas culture.

Plan of the Nazca and Palpa lines with the towns of Nazca, Palpa and others marked.
Plan of the Nazca and Palpa lines drawn in 2012 by the Proyecto Salvar Nazca, with Nazca, Palpa and other places marked. Notice how the lines radiate from a few points and spread across the plain.Photo: ProyectoSalvarNazca, CC BY-SA 3.0, via Wikimedia Commons

The technique was simple. The desert is covered with a layer of darker, weathered gravel; remove it, and the lighter ground beneath shows through. Piled along the edges, the removed stones frame each line. Because it almost never rains here and the wind sweeps sand out of the grooves, the drawings have survived for two millennia.

There are three kinds of drawing. Straight lines run for several kilometres across the plain, and geometric shapes, such as triangles, trapezoids and spirals, cover large areas. Then there are the figures: a monkey about 110 metres long, a killer whale of 65 metres, a hummingbird of 50, a spider of 46, a pelican of 285, as well as flowers, plants and humanlike beings. Some of the oldest, humanlike images resemble the earlier petroglyphs of the region.

The monkey geoglyph of Nazca with its spiral tail, seen from the air.
Nazca Lines, the monkey, Nazca culture, c. 200 BCE-500 CE. Geoglyph, about 110 m long. Pampa of Nazca, Ica, Peru. At about 110 m, it is longer than a football pitch.Photo: Markus Leupold-Löwenthal, CC BY-SA 3.0, via Wikimedia Commons
Satellite image of the Nazca plain with pale straight lines and trapezoids.
Nazca Lines, straight lines and trapezoids seen from space, c. 500 BCE-500 CE. Satellite image (ASTER). Pampa of Nazca, Ica, Peru. Some of these lines run straight for several kilometres.Photo: NASA/METI/AIST/Japan Space Systems and U.S./Japan ASTER Science Team, Public domain, via Wikimedia Commons

How the AI found what people had missed

It took nearly a century to find 430 figurative geoglyphs. They come in two styles. The famous line-type figures, like the monkey and the hummingbird, are giant drawings made with a single line, on average 90 metres long, and only 50 of them are known. The other 380 were relief-type figures, made by clearing a patch of ground and piling the stones, on average only 9 metres in size and, after two thousand years of wind and sun, often very hard to see.

Palpa geoglyphs on the desert surface seen from the air.
Palpa, geoglyphs on the desert surface seen from the air, Nazca culture. Cleared desert surface. Palpa, Ica, Peru. The Palpa region, north of Nazca, has geoglyphs of its own, some of them older than the famous Nazca figures.Photo: PsamatheM, CC BY-SA 4.0, via Wikimedia Commons

Searching 629 square kilometres of desert for faint figures 9 metres across, by eye, on aerial photographs, was hopelessly slow. So Masato Sakai of Yamagata University and a team from IBM Research trained an AI model to spot them, with only a few hundred known examples to learn from. The model flagged thousands of possible sites; archaeologists screened them and kept 1,309 promising candidates, on average one for every 36 suggestions.

Then came the walking. From September 2022 to February 2023, with the permission of Peru’s Ministry of Culture, the team checked the candidates on foot, in 1,440 hours of fieldwork. They confirmed 303 new figurative geoglyphs, all of the relief type, and 42 new geometric ones. Of the 303, 178 had been pointed out by the AI; most of the others belonged to new groups of figures found during the checks. The count of known figures rose from 430 to 733.

What the new figures show

With so many more examples, a pattern appeared. The relief-type figures mostly show people and things people had changed: 33.8% are humanlike figures, 32.9% are decapitated heads and 14.9% are domesticated llamas or alpacas. They lie on average 43 metres from the winding trails that cross the plain, close enough to be seen by someone walking past, so they were probably made and viewed by individuals or small groups.

The giant line-type figures are different. Most of them (64%) show wild animals, and they lie on average 34 metres from the great network of straight lines and trapezoids. That suggests they were made and used by whole communities, for rituals.

The spider geoglyph of Nazca crossed by straight lines.
Nazca Lines, the spider, Nazca culture, c. 200 BCE-500 CE. Geoglyph, about 46 m long. Pampa of Nazca, Ica, Peru. A wild animal drawn as a giant line figure, the kind associated with community rituals.Photo: Wojciech Kocot, CC BY-SA 4.0, via Wikimedia Commons

Why were they made? The debate goes on

The lines became widely known in the twentieth century, and theories followed quickly. In 1941 the American historian Paul Kosok flew over them and suggested they had astronomical purposes. The German translator María Reiche, who spent years studying the site and fighting for its protection, concluded that it was a huge astronomical calendar, with some animals modelled on groups of stars.

Did the stars explain it? Not as far as anyone has shown. In 1967 the American astrophysicist Gerald Hawkins found no correlation between the movements of the sky and the design of the lines, and the idea that the animals are constellations has been criticised as a Western way of reading the sky. Other explanations link the lines to water, to processions or to sacred paths: the international Nasca-Palpa Project, begun in 1997, found platforms at the end of many lines and, on one of them, fragments of thorny oyster shell (Spondylus), which suggest ceremonies connected with water.

No single theory has won. The 2024 survey leaves the mystery open too. What it adds is a distinction between two kinds of figure: small reliefs along everyday trails for a few people, giant figures along the ritual network for many.

Where to see them

The lines lie on the plains between the towns of Nazca and Palpa, in the Ica region of southern Peru. The large figures are best seen from the air. The Pan-American Highway crosses the protected area and has damaged some lines and figures, but most remain in fair condition.

The Pan-American Highway crossing the desert plain of Nazca.
The Pan-American Highway crossing the desert plain of Nazca. Ica, Peru. The road runs straight across the plain that holds the lines; in one place it cuts through a geoglyph.Photo: Pavel Špindler, CC BY 3.0, via Wikimedia Commons

Sources

  • M. Sakai et al., “AI-accelerated Nazca survey nearly doubles the number of known figurative geoglyphs and sheds light on their purpose”, Proceedings of the National Academy of Sciences 121, no. 40 (2024).
  • UNESCO World Heritage Centre, “Lines and Geoglyphs of Nasca and Palpa” (700).
  • Encyclopaedia Britannica, “Nazca Lines” and “Nazca”.

Quick facts

Place
Pampas of Nazca and Palpa, Ica region, southern Peru, about 400 km south of Lima
Monument
Lines and Geoglyphs of Nasca and Palpa: straight lines, geometric shapes and figures
Date
c. 500 BCE-500 CE; most from the Nazca culture
Material
Desert surface: dark weathered gravel removed to reveal the lighter ground
Dimensions
Core area about 450 km²; line-type figures on average 90 m, relief-type 9 m; 733 figurative geoglyphs known after the 2024 survey
Status today
UNESCO World Heritage Site since 1994; crossed by the Pan-American Highway