One Detector per Bird: A Scalable Binary Classification Approach for BirdCLEF 2025. - Shreejith Suthraye Gokulnath; Chandrima Das; Arya Gaikwad; Keerthana Senthilnathan; Shruti Sawant (CLEF (Working Notes), 2025)