3 citations · 8 across the 11 of their papers we have counts for
5 papers · 1 filter
SLUE Phase-2: A Benchmark Suite of Diverse Spoken Language Understanding Tasks
Suwon Shon, Siddhant Arora, Chyi-Jiunn Lin +7
Spoken language understanding (SLU) tasks have been studied for many decades in the speech research community, but have not received as much attention as lower-level tasks like spe…
Egocentric Audio-Visual Noise Suppression
Roshan Sharma, Weipeng He, Ju Lin +3
This paper studies audio-visual noise suppression for egocentric videos -- where the speaker is not captured in the video. Instead, potential noise sources are visible on screen wi…
Unifying the Discrete and Continuous Emotion labels for Speech Emotion Recognition
Roshan Sharma, Hira Dhamyal, Bhiksha Raj +1
Traditionally, in paralinguistic analysis for emotion detection from speech, emotions have been identified with discrete or dimensional (continuous-valued) labels. Accordingly, mod…
XNOR-FORMER: Learning Accurate Approximations in Long Speech Transformers
Roshan Sharma, Bhiksha Raj
Transformers are among the state of the art for many tasks in speech, vision, and natural language processing, among others. Self-attentions, which are crucial contributors to this…
Self-supervision and Learnable STRFs for Age, Emotion, and Country Prediction
Roshan Sharma, Tyler Vuong, Mark Lindsey +3
This work presents a multitask approach to the simultaneous estimation of age, country of origin, and emotion given vocal burst audio for the 2022 ICML Expressive Vocalizations Cha…