AI-based satellite counts migrating wildebeest in Serengeti

Gaby Clark
scientific editor

Robert Egan
associate editor

An AI-powered satellite counting effort conducted over two years concludes that less than 600,000 wildebeest migrate across the Serengeti-Mara ecosystem each year—half of previous estimates from manned aircraft surveys. The study is in the journal PNAS Nexus.
Lions, hyenas, crocodiles, and tourism professionals all rely on the annual migration of wildebeest (Connochaetes taurinus) which transit through Kenya and Tanzania as the herds follow the seasonal growth of grass. Prior estimates of the migratory wildebeest population that make the trek each year were reached by extrapolating counts from aerial photos in the south of the ecosystem.
Isla Duporge and colleagues use satellite images from 2022 and 2023, at 33–60 cm resolution, which were then fed to UNet, a pixel-based segmentation model, and YOLO, an object-based detection model. Each wildebeest is represented by just 6 to 12 pixels. According to the authors, the study demonstrates the feasibility of conducting population counts of terrestrial mammal populations using satellite imagery and machine learning.
More information: AI-based satellite survey offers independent assessment of migratory wildebeest numbers in the Serengeti, PNAS Nexus (2025).
Journal information: PNAS Nexus
Provided by PNAS Nexus