15 citations · 20 across the 27 of their papers we have counts for
9 papers · 1 filter
Listen Like a Teacher: Mitigating Whisper Hallucinations using Adaptive Layer Attention and Knowledge Distillation
Kumud Tripathi, Aditya Srinivas Menon, Aman Gaurav +2
The Whisper model, an open-source automatic speech recognition system, is widely adopted for its strong performance across multilingual and zero-shot settings. However, it frequent…
DuET: Dual Incremental Object Detection via Exemplar-Free Task Arithmetic
Munish Monga, Vishal Chudasama, Pankaj Wasnik +1
Real-world object detection systems, such as those in autonomous driving and surveillance, must continuously learn new object categories and simultaneously adapt to changing enviro…
LASPA: Language Agnostic Speaker Disentanglement with Prefix-Tuned Cross-Attention
Aditya Srinivas Menon, Raj Prakash Gohil, Kumud Tripathi +1
Speaker recognition models face challenges in multi-lingual settings due to the entanglement of linguistic information within speaker embeddings. The overlap between vocal traits s…
Attention Is Not Always the Answer: Optimizing Voice Activity Detection with Simple Feature Fusion
Kumud Tripathi, Chowdam Venkata Kumar, Pankaj Wasnik
Voice Activity Detection (VAD) plays a key role in speech processing, often utilizing hand-crafted or neural features. This study examines the effectiveness of Mel-Frequency Cepstr…
Graph-Assisted Culturally Adaptable Idiomatic Translation for Indic Languages
Pratik Rakesh Singh, Kritarth Prasad, Mohammadi Zaki +1
Translating multi-word expressions (MWEs) and idioms requires a deep understanding of the cultural nuances of both the source and target languages. This challenge is further amplif…
REWIND: Speech Time Reversal for Enhancing Speaker Representations in Diffusion-based Voice Conversion
Ishan D. Biyani, Nirmesh J. Shah, Ashishkumar P. Gudmalwar +2
Speech time reversal refers to the process of reversing the entire speech signal in time, causing it to play backward. Such signals are completely unintelligible since the fundamen…
In-Domain African Languages Translation Using LLMs and Multi-armed Bandits
Pratik Rakesh Singh, Kritarth Prasad, Mohammadi Zaki +1
Neural Machine Translation (NMT) systems face significant challenges when working with low-resource languages, particularly in domain adaptation tasks. These difficulties arise due…
Precise Event Spotting in Sports Videos: Solving Long-Range Dependency and Class Imbalance
Sanchayan Santra, Vishal Chudasama, Pankaj Wasnik +1
Precise Event Spotting (PES) aims to identify events and their class from long, untrimmed videos, particularly in sports. The main objective of PES is to detect the event at the ex…
Faster Machine Translation Ensembling with Reinforcement Learning and Competitive Correction
Kritarth Prasad, Mohammadi Zaki, Pratik Singh +1
Ensembling neural machine translation (NMT) models to produce higher-quality translations than the individual models has been extensively studied. Recent methods typically empl…