Hidden among tall grass, this reed warbler seems calm, but its remarkable voice stands out. Known for mimicking the songs of many other birds, it ranks among the best vocalists in the wild.

Perched alone on a slender branch, a small bird lifts its head and sings, filling the quiet greenery with its lively voice and the unmistakable melody of the wild.

Abstract: Recent advancements in computer vision and deep learning have significantly enhanced the potential for image-based bird species identification, garnering considerable interest in ornithology ...