Search Results for author: Goutam Saha

Found 14 papers, 0 papers with code

Cross-Corpora Spoken Language Identification with Domain Diversification and Generalization

no code implementations10 Feb 2023 Spandan Dey, Md Sahidullah, Goutam Saha

Our experiments demonstrate that the proposed domain diversification is more promising over commonly used simple augmentation methods.

Data Augmentation Domain Generalization +2

Modulation spectral features for speech emotion recognition using deep neural networks

no code implementations14 Jan 2023 Premjeet Singh, Md Sahidullah, Goutam Saha

This work explores the use of constant-Q transform based modulation spectral features (CQT-MSF) for speech emotion recognition (SER).

Speech Emotion Recognition

An Overview of Indian Spoken Language Recognition from Machine Learning Perspective

no code implementations30 Nov 2022 Spandan Dey, Md Sahidullah, Goutam Saha

In this work, we have conducted one of the very first attempts to present a comprehensive review of the Indian spoken language recognition research field.

Language Identification Spoken language identification

Analysis of constant-Q filterbank based representations for speech emotion recognition

no code implementations29 Nov 2022 Premjeet Singh, Shefali Waldekar, Md Sahidullah, Goutam Saha

This work analyzes the constant-Q filterbank-based time-frequency representations for speech emotion recognition (SER).

Speech Emotion Recognition

Deep scattering network for speech emotion recognition

no code implementations11 May 2021 Premjeet Singh, Goutam Saha, Md Sahidullah

We also investigate layer-wise scattering coefficients to analyse the importance of time shift and deformation stable scalogram and modulation spectrum coefficients for SER.

Speech Emotion Recognition

Cross-Corpora Language Recognition: A Preliminary Investigation with Indian Languages

no code implementations10 May 2021 Spandan Dey, Goutam Saha, Md Sahidullah

In this paper, we conduct one of the very first studies for cross-corpora performance evaluation in the spoken language identification (LID) problem.

Language Identification Spoken language identification

Domain-Dependent Speaker Diarization for the Third DIHARD Challenge

no code implementations25 Jan 2021 A Kishore Kumar, Shefali Waldekar, Goutam Saha, Md Sahidullah

This report presents the system developed by the ABSP Laboratory team for the third DIHARD speech diarization challenge.

Clustering Dimensionality Reduction +2

Optimization of data-driven filterbank for automatic speaker verification

no code implementations21 Jul 2020 Susanta Sarangi, Md Sahidullah, Goutam Saha

Then, we propose a new method for computing the filter frequency responses by using principal component analysis (PCA).

Speaker Verification

Quality Measures for Speaker Verification with Short Utterances

no code implementations29 Jan 2019 Arnab Poddar, Md Sahidullah, Goutam Saha

We have used the proposed quality measures as side information for combining ASV systems based on Gaussian mixture model-universal background model (GMM-UBM) and i-vector.

Speaker Recognition Speaker Verification

Novel Quality Metric for Duration Variability Compensation in Speaker Verification using i-Vectors

no code implementations3 Dec 2018 Arnab Poddar, Md Sahidullah, Goutam Saha

In experiments with the NIST SRE 2008 corpus, We have shown that inclusion of proposed quality metric exhibits considerable improvement in speaker verification performance.

Speaker Verification

Robustness of Voice Conversion Techniques Under Mismatched Conditions

no code implementations22 Dec 2016 Monisankha Pal, Dipjyoti Paul, Md Sahidullah, Goutam Saha

Most of the existing studies on voice conversion (VC) are conducted in acoustically matched conditions between source and target signal.

Speech Enhancement Voice Conversion

Recurrent Neural Network Based Modeling of Gene Regulatory Network Using Bat Algorithm

no code implementations21 Aug 2015 Sudip Mandal, Goutam Saha, Rajat K. Pal

In the next phase of this research, BA based RNN is applied to real world benchmark time series microarray dataset of E. coli.

Time Series Time Series Analysis

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