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Can Tokens Compete? Token Representations against Supervised CNN Backbones for BirdCLEF+ 2026
Anthony Miyaguchi, Murilo Gustineli, Adrian Cheung
This paper details the DS@GT ARC team's approach to BirdCLEF+ 2026, multi-label detection of animal vocalizations in soundscapes from the Pantanal wetlands. The 2026 edition adds a…
Distilling Spectrograms into Tokens: Fast and Lightweight Bioacoustic Classification for BirdCLEF+ 2025
Anthony Miyaguchi, Murilo Gustineli, Adrian Cheung
The BirdCLEF+ 2025 challenge requires classifying 206 species, including birds, mammals, insects, and amphibians, from soundscape recordings under a strict 90-minute CPU-only infer…
Transfer Learning with Pseudo Multi-Label Birdcall Classification for DS@GT BirdCLEF 2024
Anthony Miyaguchi, Adrian Cheung, Murilo Gustineli +1
We present working notes for the DS@GT team on transfer learning with pseudo multi-label birdcall classification for the BirdCLEF 2024 competition, focused on identifying Indian bi…
Transfer Learning with Semi-Supervised Dataset Annotation for Birdcall Classification
Anthony Miyaguchi, Nathan Zhong, Murilo Gustineli +1
We present working notes on transfer learning with semi-supervised dataset annotation for the BirdCLEF 2023 competition, focused on identifying African bird species in recorded sou…