no code implementations • 27 Jan 2022 • Matthew Setzler, Scott Howland, Lauren Phillips
Here we focus on this latter "decode-side" form of generalization in the context of gSCAN, a synthetic benchmark for compositional generalization in grounded language understanding.
no code implementations • 28 Jul 2021 • Piper Wolters, Logan Sizemore, Chris Daw, Brian Hutchinson, Lauren Phillips
Many applications involve detecting and localizing specific sound events within long, untrimmed documents, including keyword spotting, medical observation, and bioacoustic monitoring for conservation.
no code implementations • 8 Apr 2021 • Elliott Skomski, Aaron Tuor, Andrew Avila, Lauren Phillips, Zachary New, Henry Kvinge, Courtney D. Corley, Nathan Hodas
Recently proposed few-shot image classification methods have generally focused on use cases where the objects to be classified are the central subject of images.
no code implementations • 2 Dec 2020 • Piper Wolters, Chris Careaga, Brian Hutchinson, Lauren Phillips
In this research, we address two audio classification tasks (speaker identification and activity classification) with the Prototypical Network few-shot learning algorithm, and assess performance of various encoder architectures.