341 citations · 501 across the 66 of their papers we have counts for
10 papers · 1 filter
Uncovering the role of semantic and acoustic cues in normal and dichotic listening
Sai Samrat Kankanala, Akshara Soman, Sriram Ganapathy
Speech comprehension is an involuntary task for the healthy human brain, yet the understanding of the mechanisms underlying this brain functionality remains obscure. In this paper,…
Gradient-free Post-hoc Explainability Using Distillation Aided Learnable Approach
Debarpan Bhattacharya, Amir H. Poorjam, Deepak Mittal +1
The recent advancements in artificial intelligence (AI), with the release of several large models having only query access, make a strong case for explainability of deep models in…
STAB: Speech Tokenizer Assessment Benchmark
Shikhar Vashishth, Harman Singh, Shikhar Bharadwaj +6
Representing speech as discrete tokens provides a framework for transforming speech into a format that closely resembles text, thus enabling the use of speech as an input to the wi…
Leveraging Content and Acoustic Representations for Speech Emotion Recognition
Soumya Dutta, Sriram Ganapathy
Speech emotion recognition (SER), the task of identifying the expression of emotion from spoken content, is challenging due to the difficulty in extracting representations that cap…
Improving Self-supervised Pre-training using Accent-Specific Codebooks
Darshan Prabhu, Abhishek Gupta, Omkar Nitsure +2
Speech accents present a serious challenge to the performance of state-of-the-art end-to-end Automatic Speech Recognition (ASR) systems. Even with self-supervised learning and pre-…
Towards the Next Frontier in Speech Representation Learning Using Disentanglement
Varun Krishna, Sriram Ganapathy
The popular frameworks for self-supervised learning of speech representations have largely focused on frame-level masked prediction of speech regions. While this has shown promisin…
The Second DISPLACE Challenge : DIarization of SPeaker and LAnguage in Conversational Environments
Shareef Babu Kalluri, Prachi Singh, Pratik Roy Chowdhuri +8
The DIarization of SPeaker and LAnguage in Conversational Environments (DISPLACE) 2024 challenge is the second in the series of DISPLACE challenges, which involves tasks of speaker…
Zero Shot Audio to Audio Emotion Transfer With Speaker Disentanglement
Soumya Dutta, Sriram Ganapathy
The problem of audio-to-audio (A2A) style transfer involves replacing the style features of the source audio with those from the target audio while preserving the content related a…
LLM Augmented LLMs: Expanding Capabilities through Composition
Rachit Bansal, Bidisha Samanta, Siddharth Dalmia +6
Foundational models with billions of parameters which have been trained on large corpora of data have demonstrated non-trivial skills in a variety of domains. However, due to their…
End-to-End Supervised Hierarchical Graph Clustering for Speaker Diarization
Prachi Singh, Sriram Ganapathy
Speaker diarization, the task of segmenting an audio recording based on speaker identity, constitutes an important speech pre-processing step for several downstream applications.Th…