Andrew M. Hein

WildFin: An In-the-Wild Dataset for Fish Behavioral Recognition

This work introduces WildFin, a novel benchmark for fish behavior recognition collected and annotated by ecologists, and benchmark modern vision foundation models and quantify tradeoffs between static and spatiotemporal architectures, revealing the substantial gap between current model capabilities and the demands of real-world underwater behavioral analysis.