Md. Sahidullah

178 papers A* 1A 25C 3Misc 10Journal 120Unranked 18

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	ASVspoof 5: Design, collection and validation of resources for spoofing, deepfake, and adversarial attack detection using crowdsourced speech. Comput. Speech Lang. Xin Wang, Héctor Delgado, Hemlata Tak, Jee-weon Jung, Hye-jin Shim, Massimiliano Todisco, Ivan Kukanov, Xuechen Liu, Md. Sahidullah, Tomi Kinnunen, Nicholas W. D. Evans, Kong Aik Lee, Junichi Yamagishi, Myeonghun Jeong, Ge Zhu, Yongyi Zang, You Zhang, Soumi Maiti, Florian Lux, Nicolas Müller, Wangyou Zhang, Chengzhe Sun, Shuwei Hou, Siwei Lyu, Sébastien Le Maguer, Cheng Gong, Hanjie Guo, Liping Chen, Vishwanath Pratap Singh
2026	J	`jnl`	ASVspoof 5: Evaluation of Spoofing, Deepfake, and Adversarial Attack Detection Using Crowdsourced Speech. CoRR Xin Wang, Héctor Delgado, Nicholas W. D. Evans, Xuechen Liu, Tomi Kinnunen, Hemlata Tak, Kong Aik Lee, Ivan Kukanov, Md. Sahidullah, Massimiliano Todisco, Junichi Yamagishi
2026	J	`jnl`	Causal analysis of ASR errors for children: Quantifying the impact of physiological, cognitive, and extrinsic factors. Comput. Speech Lang. Vishwanath Pratap Singh, Md. Sahidullah, Tomi H. Kinnunen
2026	J	`jnl`	MK-SGC-SC: Multiple Kernel Guided Sparse Graph Construction in Spectral Clustering for Unsupervised Speaker Diarization. CoRR Nikhil Raghav, Avisek Gupta, Swagatam Das, Md. Sahidullah
2026	J	`jnl`	Shortcut Learning in Binary Classifier Black Boxes: Applications to Voice Anti-Spoofing and Biometrics. CoRR Md. Sahidullah, Hye-jin Shim, Rosa González Hautamäki, Tomi H. Kinnunen
2026	J	`jnl`	TCG CREST System Description for the DISPLACE-M Challenge. CoRR Nikhil Raghav, Md. Sahidullah
2025	A	`conf`	Causal Structure Discovery for Error Diagnostics of Children's ASR. INTERSPEECH Vishwanath Pratap Singh, Md. Sahidullah, Tomi Kinnunen
2025	J	`jnl`	Causal Structure Discovery for Error Diagnostics of Children's ASR. CoRR Vishwanath Pratap Singh, Md. Sahidullah, Tomi Kinnunen
2025	Misc	`conf`	Exact Rotation Invariant Robust PCA. ICASSP Tanmoy Jana, Nikhil Raghav, Angshul Majumdar, Md. Sahidullah
2025	Misc	`conf`	Explaining Speaker and Spoof Embeddings via Probing. ICASSP Xuechen Liu, Junichi Yamagishi, Md. Sahidullah, Tomi Kinnunen
2025	Misc	`conf`	Graph Neural Networks for Parkinson's Disease Detection. ICASSP Shakeel A. Sheikh, Yacouba Kaloga, Md. Sahidullah, Ina Kodrasi
2025	J	`jnl`	IITKGP-ABSP Submission to LRE22: Language Recognition in Low-Resource Settings. CoRR Spandan Dey, Md. Sahidullah, Goutam Saha
2025	A	`conf`	Leveraging AM and FM Rhythm Spectrograms for Dementia Classification and Assessment. INTERSPEECH Parismita Gogoi, Vishwanath Pratap Singh, Seema Khadirnaikar, Soma Siddhartha, Sishir Kalita, Jagabandhu Mishra, Md. Sahidullah, Priyankoo Sarmah, S. R. M. Prasanna
2025	J	`jnl`	Leveraging AM and FM Rhythm Spectrograms for Dementia Classification and Assessment. CoRR Parismita Gogoi, Vishwanath Pratap Singh, Seema Khadirnaikar, Soma Siddhartha, Sishir Kalita, Jagabandhu Mishra, Md. Sahidullah, Priyankoo Sarmah, S. R. M. Prasanna
2025	J	`jnl`	Overview of Automatic Speech Analysis and Technologies for Neurodegenerative Disorders: Diagnosis and Assistive Applications. IEEE J. Sel. Top. Signal Process. Shakeel A. Sheikh, Md. Sahidullah, Ina Kodrasi
2025	Misc	`conf`	Self-Tuning Spectral Clustering for Speaker Diarization. ICASSP Nikhil Raghav, Avisek Gupta, Md. Sahidullah, Swagatam Das
2025	J	`jnl`	Shortcut Learning in Binary Classifier Black Boxes: Applications to Voice Anti-Spoofing and Biometrics. IEEE J. Sel. Top. Signal Process. Md. Sahidullah, Hye-jin Shim, Rosa González Hautamäki, Tomi H. Kinnunen
2025	J	`jnl`	The TCG CREST - RKMVERI Submission for the NCIIPC Startup India AI Grand Challenge. CoRR Nikhil Raghav, Arnab Banerjee, Janojit Chakraborty, Avisek Gupta, Swami Punyeshwarananda, Md. Sahidullah
2024	J	`jnl`	ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale. CoRR Xin Wang, Héctor Delgado, Hemlata Tak, Jee-weon Jung, Hye-jin Shim, Massimiliano Todisco, Ivan Kukanov, Xuechen Liu, Md. Sahidullah, Tomi Kinnunen, Nicholas W. D. Evans, Kong Aik Lee, Junichi Yamagishi
2024	J	`jnl`	Assessing the Robustness of Spectral Clustering for Deep Speaker Diarization. CoRR Nikhil Raghav, Md. Sahidullah
2024	J	`jnl`	Beyond Silence: Bias Analysis through Loss and Asymmetric Approach in Audio Anti-Spoofing. CoRR Hye-jin Shim, Md. Sahidullah, Jee-weon Jung, Shinji Watanabe, Tomi Kinnunen
2024	J	`jnl`	ChildAugment: Data Augmentation Methods for Zero-Resource Children's Speaker Verification. CoRR Vishwanath Pratap Singh, Md. Sahidullah, Tomi Kinnunen
2024	J	`jnl`	Explaining Speaker and Spoof Embeddings via Probing. CoRR Xuechen Liu, Junichi Yamagishi, Md. Sahidullah, Tomi Kinnunen
2024	—	`conf`	Exploring Green AI for Audio Deepfake Detection. EUSIPCO Subhajit Saha, Md. Sahidullah, Swagatam Das
2024	J	`jnl`	Exploring Green AI for Audio Deepfake Detection. CoRR Subhajit Saha, Md. Sahidullah, Swagatam Das
2024	J	`jnl`	Generalizing Speaker Verification for Spoof Awareness in the Embedding Space. CoRR Xuechen Liu, Md. Sahidullah, Kong Aik Lee, Tomi Kinnunen
2024	J	`jnl`	Generalizing Speaker Verification for Spoof Awareness in the Embedding Space. IEEE ACM Trans. Audio Speech Lang. Process. Xuechen Liu, Md. Sahidullah, Kong Aik Lee, Tomi Kinnunen
2024	J	`jnl`	Graph Neural Networks for Parkinsons Disease Detection. CoRR Shakeel A. Sheikh, Yacouba Kaloga, Md. Sahidullah, Ina Kodrasi
2024	A	`conf`	ROAR: Reinforcing Original to Augmented Data Ratio Dynamics for Wav2vec2.0 Based ASR. INTERSPEECH Vishwanath Pratap Singh, Federico Malato, Ville Hautamäki, Md. Sahidullah, Tomi Kinnunen
2024	J	`jnl`	Self-Tuning Spectral Clustering for Speaker Diarization. CoRR Nikhil Raghav, Avisek Gupta, Md. Sahidullah, Swagatam Das
2024	J	`jnl`	TCG CREST System Description for the Second DISPLACE Challenge. CoRR Nikhil Raghav, Subhajit Saha, Md. Sahidullah, Swagatam Das
2024	J	`jnl`	Towards Cross-Corpora Generalization for Low-Resource Spoken Language Identification. IEEE ACM Trans. Audio Speech Lang. Process. Spandan Dey, Md. Sahidullah, Goutam Saha
2023	J	`jnl`	ASVspoof 2021: Towards Spoofed and Deepfake Speech Detection in the Wild. IEEE ACM Trans. Audio Speech Lang. Process. Xuechen Liu, Xin Wang, Md. Sahidullah, Jose Patino, Héctor Delgado, Tomi Kinnunen, Massimiliano Todisco, Junichi Yamagishi, Nicholas W. D. Evans, Andreas Nautsch, Kong Aik Lee
2023	J	`jnl`	Advancing Stuttering Detection via Data Augmentation, Class-Balanced Loss and Multi-Contextual Deep Learning. CoRR Shakeel A. Sheikh, Md. Sahidullah, Fabrice Hirsch, Slim Ouni
2023	J	`jnl`	Advancing Stuttering Detection via Data Augmentation, Class-Balanced Loss and Multi-Contextual Deep Learning. IEEE J. Biomed. Health Informatics Shakeel A. Sheikh, Md. Sahidullah, Fabrice Hirsch, Slim Ouni
2023	J	`jnl`	Cross-Corpora Spoken Language Identification with Domain Diversification and Generalization. CoRR Spandan Dey, Md. Sahidullah, Goutam Saha
2023	J	`jnl`	Cross-corpora spoken language identification with domain diversification and generalization. Comput. Speech Lang. Spandan Dey, Md. Sahidullah, Goutam Saha
2023	J	`jnl`	Distilling Multi-Level X-vector Knowledge for Small-footprint Speaker Verification. CoRR Xuechen Liu, Md. Sahidullah, Tomi Kinnunen
2023	A	`conf`	How to Construct Perfect and Worse-than-Coin-Flip Spoofing Countermeasures: A Word of Warning on Shortcut Learning. INTERSPEECH Hye-jin Shim, Rosa González Hautamäki, Md. Sahidullah, Tomi Kinnunen
2023	J	`jnl`	How to Construct Perfect and Worse-than-Coin-Flip Spoofing Countermeasures: A Word of Warning on Shortcut Learning. CoRR Hye-jin Shim, Rosa González Hautamäki, Md. Sahidullah, Tomi Kinnunen
2023	J	`jnl`	Internet of Things in Pregnancy Care Coordination and Management: A Systematic Review. Sensors Mohammad Mobarak Hossain, Mohammod Abul Kashem, Md. Monirul Islam, Md. Sahidullah, Sumona Hoque Mumu, Jia Uddin, Daniel Gavilanes Aray, Isabel de la Torre Díez, Imran Ashraf, Md Abdus Samad
2023	J	`jnl`	Modulation spectral features for speech emotion recognition using deep neural networks. CoRR Premjeet Singh, Md. Sahidullah, Goutam Saha
2023	J	`jnl`	Modulation spectral features for speech emotion recognition using deep neural networks. Speech Commun. Premjeet Singh, Md. Sahidullah, Goutam Saha
2023	A	`conf`	Speaker Verification Across Ages: Investigating Deep Speaker Embedding Sensitivity to Age Mismatch in Enrollment and Test Speech. INTERSPEECH Vishwanath Pratap Singh, Md. Sahidullah, Tomi Kinnunen
2023	J	`jnl`	Speaker Verification Across Ages: Investigating Deep Speaker Embedding Sensitivity to Age Mismatch in Enrollment and Test Speech. CoRR Vishwanath Pratap Singh, Md. Sahidullah, Tomi Kinnunen
2023	J	`jnl`	Speaker-Aware Anti-Spoofing. CoRR Xuechen Liu, Md. Sahidullah, Kong Aik Lee, Tomi Kinnunen
2023	A	`conf`	Speaker-Aware Anti-spoofing. INTERSPEECH Xuechen Liu, Md. Sahidullah, Kong Aik Lee, Tomi Kinnunen
2023	J	`jnl`	Stuttering Detection Using Speaker Representations and Self-supervised Contextual Embeddings. CoRR Shakeel A. Sheikh, Md. Sahidullah, Fabrice Hirsch, Slim Ouni
2023	J	`jnl`	Stuttering detection using speaker representations and self-supervised contextual embeddings. Int. J. Speech Technol. Shakeel A. Sheikh, Md. Sahidullah, Fabrice Hirsch, Slim Ouni
2023	A	`conf`	Towards Single Integrated Spoofing-aware Speaker Verification Embeddings. INTERSPEECH Sung Hwan Mun, Hye-jin Shim, Hemlata Tak, Xin Wang, Xuechen Liu, Md. Sahidullah, Myeonghun Jeong, Min Hyun Han, Massimiliano Todisco, Kong Aik Lee, Junichi Yamagishi, Nicholas W. D. Evans, Tomi Kinnunen, Nam Soo Kim, Jee-weon Jung
2023	J	`jnl`	Towards single integrated spoofing-aware speaker verification embeddings. CoRR Sung Hwan Mun, Hye-jin Shim, Hemlata Tak, Xin Wang, Xuechen Liu, Md. Sahidullah, Myeonghun Jeong, Min Hyun Han, Massimiliano Todisco, Kong Aik Lee, Junichi Yamagishi, Nicholas W. D. Evans, Tomi Kinnunen, Nam Soo Kim, Jee-weon Jung
2022	J	`jnl`	ASVspoof 2021: Towards Spoofed and Deepfake Speech Detection in the Wild. CoRR Xuechen Liu, Xin Wang, Md. Sahidullah, Jose Patino, Héctor Delgado, Tomi Kinnunen, Massimiliano Todisco, Junichi Yamagishi, Nicholas W. D. Evans, Andreas Nautsch, Kong Aik Lee
2022	J	`jnl`	An Overview of Indian Spoken Language Recognition from Machine Learning Perspective. CoRR Spandan Dey, Md. Sahidullah, Goutam Saha
2022	J	`jnl`	An Overview of Indian Spoken Language Recognition from Machine Learning Perspective. ACM Trans. Asian Low Resour. Lang. Inf. Process. Spandan Dey, Md. Sahidullah, Goutam Saha
2022	J	`jnl`	Analysis of constant-Q filterbank based representations for speech emotion recognition. CoRR Premjeet Singh, Shefali Waldekar, Md. Sahidullah, Goutam Saha
2022	J	`jnl`	Analysis of constant-Q filterbank based representations for speech emotion recognition. Digit. Signal Process. Premjeet Singh, Shefali Waldekar, Md. Sahidullah, Goutam Saha
2022	—	`conf`	Baseline Systems for the First Spoofing-Aware Speaker Verification Challenge: Score and Embedding Fusion. Odyssey Hye-jin Shim, Hemlata Tak, Xuechen Liu, Hee-Soo Heo, Jee-weon Jung, Joon Son Chung, Soo-Whan Chung, Ha-Jin Yu, Bong-Jin Lee, Massimiliano Todisco, Héctor Delgado, Kong Aik Lee, Md. Sahidullah, Tomi Kinnunen, Nicholas W. D. Evans
2022	J	`jnl`	Baseline Systems for the First Spoofing-Aware Speaker Verification Challenge: Score and Embedding Fusion. CoRR Hye-jin Shim, Hemlata Tak, Xuechen Liu, Hee-Soo Heo, Jee-weon Jung, Joon Son Chung, Soo-Whan Chung, Ha-Jin Yu, Bong-Jin Lee, Massimiliano Todisco, Héctor Delgado, Kong Aik Lee, Md. Sahidullah, Tomi Kinnunen, Nicholas W. D. Evans
2022	—	`conf`	Baselines and Protocols for Household Speaker Recognition. Odyssey Alexey Sholokhov, Xuechen Liu, Md. Sahidullah, Tomi Kinnunen
2022	J	`jnl`	Baselines and Protocols for Household Speaker Recognition. CoRR Alexey Sholokhov, Xuechen Liu, Md. Sahidullah, Tomi Kinnunen
2022	A*	`conf`	End-to-End and Self-Supervised Learning for ComParE 2022 Stuttering Sub-Challenge. ACM Multimedia Shakeel A. Sheikh, Md. Sahidullah, Slim Ouni, Fabrice Hirsch
2022	J	`jnl`	End-to-End and Self-Supervised Learning for ComParE 2022 Stuttering Sub-Challenge. CoRR Shakeel Ahmad Sheikh, Md. Sahidullah, Fabrice Hirsch, Slim Ouni
2022	J	`jnl`	I4U System Description for NIST SRE'20 CTS Challenge. CoRR Kong Aik Lee, Tomi Kinnunen, Daniele Colibro, Claudio Vair, Andreas Nautsch, Hanwu Sun, Liang He, Tianyu Liang, Qiongqiong Wang, Mickael Rouvier, Pierre-Michel Bousquet, Rohan Kumar Das, Ignacio Viñals Bailo, Meng Liu, Héctor Deldago, Xuechen Liu, Md. Sahidullah, Sandro Cumani, Boning Zhang, Koji Okabe, Hitoshi Yamamoto, Ruijie Tao, Haizhou Li, Alfonso Ortega Giménez, Longbiao Wang, Luis Buera
2022	J	`jnl`	Introducing ECAPA-TDNN and Wav2Vec2.0 Embeddings to Stuttering Detection. CoRR Shakeel Ahmad Sheikh, Md. Sahidullah, Fabrice Hirsch, Slim Ouni
2022	Misc	`conf`	Learnable Nonlinear Compression for Robust Speaker Verification. ICASSP Xuechen Liu, Md. Sahidullah, Tomi Kinnunen
2022	J	`jnl`	Learnable Nonlinear Compression for Robust Speaker Verification. CoRR Xuechen Liu, Md. Sahidullah, Tomi Kinnunen
2022	J	`jnl`	Machine learning for stuttering identification: Review, challenges and future directions. Neurocomputing Shakeel A. Sheikh, Md. Sahidullah, Fabrice Hirsch, Slim Ouni
2022	J	`jnl`	Privacy and Utility of X-Vector Based Speaker Anonymization. IEEE ACM Trans. Audio Speech Lang. Process. Brij Mohan Lal Srivastava, Mohamed Maouche, Md. Sahidullah, Emmanuel Vincent, Aurélien Bellet, Marc Tommasi, Natalia A. Tomashenko, Xin Wang, Junichi Yamagishi
2022	J	`jnl`	Robust Acoustic Domain Identification with its Application to Speaker Diarization. CoRR A. Kishore Kumar, Shefali Waldekar, Md. Sahidullah, Goutam Saha
2022	—	`conf`	Robust Stuttering Detection via Multi-task and Adversarial Learning. EUSIPCO Shakeel A. Sheikh, Md. Sahidullah, Fabrice Hirsch, Slim Ouni
2022	J	`jnl`	Robust Stuttering Detection via Multi-task and Adversarial Learning. CoRR Shakeel Ahmad Sheikh, Md. Sahidullah, Fabrice Hirsch, Slim Ouni
2022	J	`jnl`	Robust acoustic domain identification with its application to speaker diarization. Int. J. Speech Technol. A. Kishore Kumar, Shefali Waldekar, Md. Sahidullah, Goutam Kumar Saha
2022	—	`conf`	Spoofing-Aware Speaker Verification with Unsupervised Domain Adaptation. Odyssey Xuechen Liu, Md. Sahidullah, Tomi Kinnunen
2022	J	`jnl`	Spoofing-Aware Speaker Verification with Unsupervised Domain Adaptation. CoRR Xuechen Liu, Md. Sahidullah, Tomi Kinnunen
2021	J	`jnl`	ABSP System for The Third DIHARD Challenge. CoRR A. Kishore Kumar, Shefali Waldekar, Goutam Saha, Md. Sahidullah
2021	J	`jnl`	ASVspoof 2019: Spoofing Countermeasures for the Detection of Synthesized, Converted and Replayed Speech. IEEE Trans. Biom. Behav. Identity Sci. Andreas Nautsch, Xin Wang, Nicholas W. D. Evans, Tomi H. Kinnunen, Ville Vestman, Massimiliano Todisco, Héctor Delgado, Md. Sahidullah, Junichi Yamagishi, Kong Aik Lee
2021	J	`jnl`	ASVspoof 2019: spoofing countermeasures for the detection of synthesized, converted and replayed speech. CoRR Andreas Nautsch, Xin Wang, Nicholas W. D. Evans, Tomi Kinnunen, Ville Vestman, Massimiliano Todisco, Héctor Delgado, Md. Sahidullah, Junichi Yamagishi, Kong Aik Lee
2021	J	`jnl`	ASVspoof 2021: Automatic Speaker Verification Spoofing and Countermeasures Challenge Evaluation Plan. CoRR Héctor Delgado, Nicholas W. D. Evans, Tomi Kinnunen, Kong Aik Lee, Xuechen Liu, Andreas Nautsch, Jose Patino, Md. Sahidullah, Massimiliano Todisco, Xin Wang, Junichi Yamagishi
2021	J	`jnl`	ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection. CoRR Junichi Yamagishi, Xin Wang, Massimiliano Todisco, Md. Sahidullah, Jose Patino, Andreas Nautsch, Xuechen Liu, Kong Aik Lee, Tomi Kinnunen, Nicholas W. D. Evans, Héctor Delgado
2021	J	`jnl`	Benchmarking and challenges in security and privacy for voice biometrics. CoRR Jean-François Bonastre, Héctor Delgado, Nicholas W. D. Evans, Tomi Kinnunen, Kong Aik Lee, Xuechen Liu, Andreas Nautsch, Paul-Gauthier Noé, Jose Patino, Md. Sahidullah, Brij Mohan Lal Srivastava, Massimiliano Todisco, Natalia A. Tomashenko, Emmanuel Vincent, Xin Wang, Junichi Yamagishi
2021	—	`conf`	Cross-Corpora Language Recognition: A Preliminary Investigation with Indian Languages. EUSIPCO Spandan Dey, Goutam Saha, Md. Sahidullah
2021	J	`jnl`	Cross-Corpora Language Recognition: A Preliminary Investigation with Indian Languages. CoRR Spandan Dey, Goutam Saha, Md. Sahidullah
2021	J	`jnl`	Data Generation Using Pass-phrase-dependent Deep Auto-encoders for Text-Dependent Speaker Verification. CoRR Achintya Kumar Sarkar, Md. Sahidullah, Zheng-Hua Tan
2021	A	`conf`	Data Quality as Predictor of Voice Anti-Spoofing Generalization. Interspeech Bhusan Chettri, Rosa González Hautamäki, Md. Sahidullah, Tomi Kinnunen
2021	J	`jnl`	Data Quality as Predictor of Voice Anti-Spoofing Generalization. CoRR Bhusan Chettri, Rosa González Hautamäki, Md. Sahidullah, Tomi Kinnunen
2021	—	`conf`	Deep scattering network for speech emotion recognition. EUSIPCO Premjeet Singh, Goutam Saha, Md. Sahidullah
2021	J	`jnl`	Deep scattering network for speech emotion recognition. CoRR Premjeet Singh, Goutam Saha, Md. Sahidullah
2021	J	`jnl`	Domain-Dependent Speaker Diarization for the Third DIHARD Challenge. CoRR A. Kishore Kumar, Shefali Waldekar, Goutam Saha, Md. Sahidullah
2021	A	`conf`	Language Recognition on Unknown Conditions: The LORIA-Inria-MULTISPEECH System for AP20-OLR Challenge. Interspeech Raphaël Duroselle, Md. Sahidullah, Denis Jouvet, Irina Illina
2021	C	`conf`	Learnable MFCCs for Speaker Verification. ISCAS Xuechen Liu, Md. Sahidullah, Tomi Kinnunen
2021	J	`jnl`	Learnable MFCCs for Speaker Verification. CoRR Xuechen Liu, Md. Sahidullah, Tomi Kinnunen
2021	J	`jnl`	Machine Learning for Stuttering Identification: Review, Challenges & Future Directions. CoRR Shakeel Ahmad Sheikh, Md. Sahidullah, Fabrice Hirsch, Slim Ouni
2021	A	`conf`	Modeling and Training Strategies for Language Recognition Systems. Interspeech Raphaël Duroselle, Md. Sahidullah, Denis Jouvet, Irina Illina
2021	J	`jnl`	Non-linear frequency warping using constant-Q transformation for speech emotion recognition. CoRR Premjeet Singh, Goutam Saha, Md. Sahidullah
2021	C	`conf`	Optimized Power Normalized Cepstral Coefficients Towards Robust Deep Speaker Verification. ASRU Xuechen Liu, Md. Sahidullah, Tomi Kinnunen
2021	J	`jnl`	Optimized Power Normalized Cepstral Coefficients towards Robust Deep Speaker Verification. CoRR Xuechen Liu, Md. Sahidullah, Tomi Kinnunen
2021	J	`jnl`	Optimizing Multi-Taper Features for Deep Speaker Verification. CoRR Xuechen Liu, Md. Sahidullah, Tomi Kinnunen
2021	J	`jnl`	Optimizing Multi-Taper Features for Deep Speaker Verification. IEEE Signal Process. Lett. Xuechen Liu, Md. Sahidullah, Tomi Kinnunen
2021	C	`conf`	Parameterized Channel Normalization for Far-Field Deep Speaker Verification. ASRU Xuechen Liu, Md. Sahidullah, Tomi Kinnunen
2021	J	`jnl`	Parameterized Channel Normalization for Far-field Deep Speaker Verification. CoRR Xuechen Liu, Md. Sahidullah, Tomi Kinnunen
2021	J	`jnl`	Speech frame selection for spoofing detection with an application to partially spoofed audio-data. Int. J. Speech Technol. A. Kishore Kumar, Dipjyoti Paul, Monisankha Pal, Md. Sahidullah, Goutam Saha
2021	—	`conf`	StutterNet: Stuttering Detection Using Time Delay Neural Network. EUSIPCO Shakeel A. Sheikh, Md. Sahidullah, Fabrice Hirsch, Slim Ouni
2021	J	`jnl`	StutterNet: Stuttering Detection Using Time Delay Neural Network. CoRR Shakeel A. Sheikh, Md. Sahidullah, Fabrice Hirsch, Slim Ouni
2021	—	`conf`	UIAI System for Short-Duration Speaker Verification Challenge 2020. SLT Md. Sahidullah, Achintya Kumar Sarkar, Ville Vestman, Xuechen Liu, Romain Serizel, Tomi Kinnunen, Zheng-Hua Tan, Emmanuel Vincent
2021	J	`jnl`	Utterance partitioning for speaker recognition: an experimental review and analysis with new findings under GMM-SVM framework. CoRR Nirmalya Sen, Md. Sahidullah, Hemant A. Patil, Shyamal Kumar Das Mandal, Krothapalli Sreenivasa Rao, Tapan Kumar Basu
2021	J	`jnl`	Utterance partitioning for speaker recognition: an experimental review and analysis with new findings under GMM-SVM framework. Int. J. Speech Technol. Nirmalya Sen, Md. Sahidullah, Hemant A. Patil, Shyamal Kumar Das Mandal, Krothapalli Sreenivasa Rao, Tapan Kumar Basu
2021	A	`conf`	Visualizing Classifier Adjacency Relations: A Case Study in Speaker Verification and Voice Anti-Spoofing. Interspeech Tomi Kinnunen, Andreas Nautsch, Md. Sahidullah, Nicholas W. D. Evans, Xin Wang, Massimiliano Todisco, Héctor Delgado, Junichi Yamagishi, Kong Aik Lee
2021	J	`jnl`	Visualizing Classifier Adjacency Relations: A Case Study in Speaker Verification and Voice Anti-Spoofing. CoRR Tomi Kinnunen, Andreas Nautsch, Md. Sahidullah, Nicholas W. D. Evans, Xin Wang, Massimiliano Todisco, Héctor Delgado, Junichi Yamagishi, Kong Aik Lee
2020	A	`conf`	A Comparative Re-Assessment of Feature Extractors for Deep Speaker Embeddings. INTERSPEECH Xuechen Liu, Md. Sahidullah, Tomi Kinnunen
2020	J	`jnl`	A Comparative Re-Assessment of Feature Extractors for Deep Speaker Embeddings. CoRR Xuechen Liu, Md. Sahidullah, Tomi Kinnunen
2020	J	`jnl`	ASVspoof 2019: A large-scale public database of synthesized, converted and replayed speech. Comput. Speech Lang. Xin Wang, Junichi Yamagishi, Massimiliano Todisco, Héctor Delgado, Andreas Nautsch, Nicholas W. D. Evans, Md. Sahidullah, Ville Vestman, Tomi Kinnunen, Kong Aik Lee, Lauri Juvela, Paavo Alku, Yu-Huai Peng, Hsin-Te Hwang, Yu Tsao, Hsin-Min Wang, Sébastien Le Maguer, Markus Becker, Zhen-Hua Ling
2020	Misc	`conf`	Evaluating Voice Conversion-Based Privacy Protection against Informed Attackers. ICASSP Brij Mohan Lal Srivastava, Nathalie Vauquier, Md. Sahidullah, Aurélien Bellet, Marc Tommasi, Emmanuel Vincent
2020	J	`jnl`	Optimization of data-driven filterbank for automatic speaker verification. CoRR Susanta Kumar Sarangi, Md. Sahidullah, Goutam Saha
2020	J	`jnl`	Optimization of data-driven filterbank for automatic speaker verification. Digit. Signal Process. Susanta Kumar Sarangi, Md. Sahidullah, Goutam Saha
2020	J	`jnl`	Tandem Assessment of Spoofing Countermeasures and Automatic Speaker Verification: Fundamentals. CoRR Tomi Kinnunen, Héctor Delgado, Nicholas W. D. Evans, Kong Aik Lee, Ville Vestman, Andreas Nautsch, Massimiliano Todisco, Xin Wang, Md. Sahidullah, Junichi Yamagishi, Douglas A. Reynolds
2020	J	`jnl`	Tandem Assessment of Spoofing Countermeasures and Automatic Speaker Verification: Fundamentals. IEEE ACM Trans. Audio Speech Lang. Process. Tomi Kinnunen, Héctor Delgado, Nicholas W. D. Evans, Kong Aik Lee, Ville Vestman, Andreas Nautsch, Massimiliano Todisco, Xin Wang, Md. Sahidullah, Junichi Yamagishi, Douglas A. Reynolds
2020	J	`jnl`	UIAI System for Short-Duration Speaker Verification Challenge 2020. CoRR Md. Sahidullah, Achintya Kumar Sarkar, Ville Vestman, Xuechen Liu, Romain Serizel, Tomi Kinnunen, Zheng-Hua Tan, Emmanuel Vincent
2020	J	`jnl`	Voice Mimicry Attacks Assisted by Automatic Speaker Verification. Comput. Speech Lang. Ville Vestman, Tomi Kinnunen, Rosa González Hautamäki, Md. Sahidullah
2019	A	`conf`	ASVspoof 2019: Future Horizons in Spoofed and Fake Audio Detection. INTERSPEECH Massimiliano Todisco, Xin Wang, Ville Vestman, Md. Sahidullah, Héctor Delgado, Andreas Nautsch, Junichi Yamagishi, Nicholas W. D. Evans, Tomi H. Kinnunen, Kong Aik Lee
2019	J	`jnl`	ASVspoof 2019: Future Horizons in Spoofed and Fake Audio Detection. CoRR Massimiliano Todisco, Xin Wang, Ville Vestman, Md. Sahidullah, Héctor Delgado, Andreas Nautsch, Junichi Yamagishi, Nicholas W. D. Evans, Tomi Kinnunen, Kong Aik Lee
2019	Misc	`conf`	Can We Use Speaker Recognition Technology to Attack Itself? Enhancing Mimicry Attacks Using Automatic Target Speaker Selection. ICASSP Tomi Kinnunen, Rosa González Hautamäki, Ville Vestman, Md. Sahidullah
2019	J	`jnl`	Evaluating Voice Conversion-based Privacy Protection against Informed Attackers. CoRR Brij Mohan Lal Srivastava, Nathalie Vauquier, Md. Sahidullah, Aurélien Bellet, Marc Tommasi, Emmanuel Vincent
2019	J	`jnl`	Generalization of Spoofing Countermeasures: a Case Study with ASVspoof 2015 and BTAS 2016 Corpora. CoRR Dipjyoti Paul, Md. Sahidullah, Goutam Saha
2019	J	`jnl`	I4U Submission to NIST SRE 2018: Leveraging from a Decade of Shared Experiences. CoRR Kong Aik Lee, Ville Hautamäki, Tomi Kinnunen, Hitoshi Yamamoto, Koji Okabe, Ville Vestman, Jing Huang, Guohong Ding, Hanwu Sun, Anthony Larcher, Rohan Kumar Das, Haizhou Li, Mickael Rouvier, Pierre-Michel Bousquet, Wei Rao, Qing Wang, Chunlei Zhang, Fahimeh Bahmaninezhad, Héctor Delgado, Jose Patino, Qiongqiong Wang, Ling Guo, Takafumi Koshinaka, Jiacen Zhang, Koichi Shinoda, Trung Ngo Trong, Md. Sahidullah, Fan Lu, Yun Tang, Ming Tu, Kah Kuan Teh, Tran Huy Dat, Kuruvachan K. George, Ivan Kukanov, Florent Desnous, Jichen Yang, Emre Yilmaz, Longting Xu, Jean-François Bonastre, Chenglin Xu, Zhi Hao Lim, Eng Siong Chng, Shivesh Ranjan, John H. L. Hansen, Massimiliano Todisco, Nicholas W. D. Evans
2019	J	`jnl`	Introduction to Voice Presentation Attack Detection and Recent Advances. CoRR Md. Sahidullah, Héctor Delgado, Massimiliano Todisco, Tomi Kinnunen, Nicholas W. D. Evans, Junichi Yamagishi, Kong-Aik Lee
2019	—	`ch.`	Introduction to Voice Presentation Attack Detection and Recent Advances. Handbook of Biometric Anti-Spoofing, 2nd Ed. Md. Sahidullah, Héctor Delgado, Massimiliano Todisco, Tomi Kinnunen, Nicholas W. D. Evans, Junichi Yamagishi, Kong-Aik Lee
2019	J	`jnl`	Quality Measures for Speaker Verification with Short Utterances. CoRR Arnab Poddar, Md. Sahidullah, Goutam Saha
2019	J	`jnl`	Quality measures for speaker verification with short utterances. Digit. Signal Process. Arnab Poddar, Md. Sahidullah, Goutam Saha
2019	J	`jnl`	The ASVspoof 2019 database. CoRR Xin Wang, Junichi Yamagishi, Massimiliano Todisco, Héctor Delgado, Andreas Nautsch, Nicholas W. D. Evans, Md. Sahidullah, Ville Vestman, Tomi Kinnunen, Kong Aik Lee, Lauri Juvela, Paavo Alku, Yu-Huai Peng, Hsin-Te Hwang, Yu Tsao, Hsin-Min Wang, Sébastien Le Maguer, Markus Becker, Fergus Henderson, Rob Clark, Yu Zhang, Quan Wang, Ye Jia, Kai Onuma, Koji Mushika, Takashi Kaneda, Yuan Jiang, Li-Juan Liu, Yi-Chiao Wu, Wen-Chin Huang, Tomoki Toda, Kou Tanaka, Hirokazu Kameoka, Ingmar Steiner, Driss Matrouf, Jean-François Bonastre, Avashna Govender, Srikanth Ronanki, Jing-Xuan Zhang, Zhen-Hua Ling
2019	J	`jnl`	The Speed Submission to DIHARD II: Contributions & Lessons Learned. CoRR Md. Sahidullah, Jose Patino, Samuele Cornell, Ruiqing Yin, Sunit Sivasankaran, Hervé Bredin, Pavel Korshunov, Alessio Brutti, Romain Serizel, Emmanuel Vincent, Nicholas W. D. Evans, Sébastien Marcel, Stefano Squartini, Claude Barras
2019	J	`jnl`	Voice Mimicry Attacks Assisted by Automatic Speaker Verification. CoRR Ville Vestman, Tomi Kinnunen, Rosa González Hautamäki, Md. Sahidullah
2018	—	`conf`	ASVspoof 2017 Version 2.0: meta-data analysis and baseline enhancements. Odyssey Héctor Delgado, Massimiliano Todisco, Md. Sahidullah, Nicholas W. D. Evans, Tomi Kinnunen, Kong-Aik Lee, Junichi Yamagishi
2018	J	`jnl`	Can We Use Speaker Recognition Technology to Attack Itself? Enhancing Mimicry Attacks Using Automatic Target Speaker Selection. CoRR Tomi Kinnunen, Rosa González Hautamäki, Ville Vestman, Md. Sahidullah
2018	J	`jnl`	Improved i-vector extraction technique for speaker verification with short utterances. Int. J. Speech Technol. Arnab Poddar, Md. Sahidullah, Goutam Saha
2018	A	`conf`	Integrated Presentation Attack Detection and Automatic Speaker Verification: Common Features and Gaussian Back-end Fusion. INTERSPEECH Massimiliano Todisco, Héctor Delgado, Kong-Aik Lee, Md. Sahidullah, Nicholas W. D. Evans, Tomi Kinnunen, Junichi Yamagishi
2018	J	`jnl`	Novel Quality Metric for Duration Variability Compensation in Speaker Verification using i-Vectors. CoRR Arnab Poddar, Md. Sahidullah, Goutam Saha
2018	J	`jnl`	Robust Voice Liveness Detection and Speaker Verification Using Throat Microphones. IEEE ACM Trans. Audio Speech Lang. Process. Md. Sahidullah, Dennis Alexander Lehmann Thomsen, Rosa González Hautamäki, Tomi Kinnunen, Zheng-Hua Tan, Robert Parts, Martti Pitkänen
2018	J	`jnl`	Semi-supervised speech activity detection with an application to automatic speaker verification. Comput. Speech Lang. Alexey Sholokhov, Md. Sahidullah, Tomi Kinnunen
2018	J	`jnl`	Speaker recognition from whispered speech: A tutorial survey and an application of time-varying linear prediction. Speech Commun. Ville Vestman, Dhananjaya N. Gowda, Md. Sahidullah, Paavo Alku, Tomi Kinnunen
2018	J	`jnl`	Speaker verification with short utterances: a review of challenges, trends and opportunities. IET Biom. Arnab Poddar, Md. Sahidullah, Goutam Saha
2018	—	`conf`	Transforming acoustic characteristics to deceive playback spoofing countermeasures of speaker verification systems. WIFS Fuming Fang, Junichi Yamagishi, Isao Echizen, Md. Sahidullah, Tomi Kinnunen
2018	J	`jnl`	Transforming acoustic characteristics to deceive playback spoofing countermeasures of speaker verification systems. CoRR Fuming Fang, Junichi Yamagishi, Isao Echizen, Md. Sahidullah, Tomi Kinnunen
2018	—	`conf`	t-DCF: a Detection Cost Function for the Tandem Assessment of Spoofing Countermeasures and Automatic Speaker Verification. Odyssey Tomi Kinnunen, Kong-Aik Lee, Héctor Delgado, Nicholas W. D. Evans, Massimiliano Todisco, Md. Sahidullah, Junichi Yamagishi, Douglas A. Reynolds
2018	J	`jnl`	t-DCF: a Detection Cost Function for the Tandem Assessment of Spoofing Countermeasures and Automatic Speaker Verification. CoRR Tomi Kinnunen, Kong-Aik Lee, Héctor Delgado, Nicholas W. D. Evans, Massimiliano Todisco, Md. Sahidullah, Junichi Yamagishi, Douglas A. Reynolds
2017	J	`jnl`	ASVspoof: The Automatic Speaker Verification Spoofing and Countermeasures Challenge. IEEE J. Sel. Top. Signal Process. Zhizheng Wu, Junichi Yamagishi, Tomi Kinnunen, Cemal Hanilçi, Md. Sahidullah, Aleksandr Sizov, Nicholas W. D. Evans, Massimiliano Todisco
2017	J	`jnl`	Acoustical and perceptual study of voice disguise by age modification in speaker verification. Speech Commun. Rosa González Hautamäki, Md. Sahidullah, Ville Hautamäki, Tomi Kinnunen
2017	—	`conf`	An Adaptive i-Vector Extraction for Speaker Verification with Short Utterance. PReMI Arnab Poddar, Md. Sahidullah, Goutam Saha
2017	Misc	`conf`	Effects of gender information in text-independent and text-dependent speaker verification. ICASSP Anssi Kanervisto, Ville Vestman, Md. Sahidullah, Ville Hautamäki, Tomi Kinnunen
2017	Misc	`conf`	Generalization of spoofing countermeasures: A case study with ASVspoof 2015 and BTAS 2016 corpora. ICASSP Dipjyoti Paul, Md. Sahidullah, Goutam Saha
2017	—	`conf`	Impact of Bandwidth and Channel Variation on Presentation Attack Detection for Speaker Verification. BIOSIG Héctor Delgado, Massimiliano Todisco, Nicholas W. D. Evans, Md. Sahidullah, Wei Ming Liu, Federico Alegre, Tomi Kinnunen, Benoit G. B. Fauve
2017	A	`conf`	Improving Speaker Verification Performance in Presence of Spoofing Attacks Using Out-of-Domain Spoofed Data. INTERSPEECH Achintya Kumar Sarkar, Md. Sahidullah, Zheng-Hua Tan, Tomi Kinnunen
2017	—	`conf`	Novel Quality Metric for Duration Variability Compensation in Speaker Verification using i-Vectors. ICAPR Arnab Poddar, Md. Sahidullah, Goutam Saha
2017	Misc	`conf`	RedDots replayed: A new replay spoofing attack corpus for text-dependent speaker verification research. ICASSP Tomi Kinnunen, Md. Sahidullah, Mauro Falcone, Luca Costantini, Rosa González Hautamäki, Dennis Alexander Lehmann Thomsen, Achintya Kumar Sarkar, Zheng-Hua Tan, Héctor Delgado, Massimiliano Todisco, Nicholas W. D. Evans, Ville Hautamäki, Kong-Aik Lee
2017	A	`conf`	The ASVspoof 2017 Challenge: Assessing the Limits of Replay Spoofing Attack Detection. INTERSPEECH Tomi Kinnunen, Md. Sahidullah, Héctor Delgado, Massimiliano Todisco, Nicholas W. D. Evans, Junichi Yamagishi, Kong-Aik Lee
2017	A	`conf`	The I4U Mega Fusion and Collaboration for NIST Speaker Recognition Evaluation 2016. INTERSPEECH Kong-Aik Lee, Ville Hautamäki, Tomi Kinnunen, Anthony Larcher, Chunlei Zhang, Andreas Nautsch, Themos Stafylakis, Gang Liu, Mickaël Rouvier, Wei Rao, Federico Alegre, J. Ma, Man-Wai Mak, Achintya Kumar Sarkar, Héctor Delgado, Rahim Saeidi, Hagai Aronowitz, Aleksandr Sizov, Hanwu Sun, Trung Hieu Nguyen, Guangsen Wang, Bin Ma, Ville Vestman, Md. Sahidullah, M. Halonen, Anssi Kanervisto, Gaël Le Lan, Fahimeh Bahmaninezhad, Sergey Isadskiy, Christian Rathgeb, Christoph Busch, Georgios Tzimiropoulos, Q. Qian, Z. Wang, Q. Zhao, T. Wang, H. Li, J. Xue, S. Zhu, R. Jin, T. Zhao, Pierre-Michel Bousquet, Moez Ajili, Waad Ben Kheder, Driss Matrouf, Zhi Hao Lim, Chenglin Xu, Haihua Xu, Xiong Xiao, Eng Siong Chng, Benoit G. B. Fauve, Kaavya Sriskandaraja, Vidhyasaharan Sethu, W. W. Lin, Dennis Alexander Lehmann Thomsen, Zheng-Hua Tan, Massimiliano Todisco, Nicholas W. D. Evans, Haizhou Li, John H. L. Hansen, Jean-François Bonastre, Eliathamby Ambikairajah
2017	A	`conf`	Time-Varying Autoregressions for Speaker Verification in Reverberant Conditions. INTERSPEECH Ville Vestman, Dhananjaya N. Gowda, Md. Sahidullah, Paavo Alku, Tomi Kinnunen
2016	—	`conf`	Age-Related Voice Disguise and its Impact on Speaker Verification Accuracy. Odyssey Rosa González Hautamäki, Md. Sahidullah, Tomi Kinnunen, Ville Hautamäki
2016	—	`conf`	Further optimisations of constant Q cepstral processing for integrated utterance and text-dependent speaker verification. SLT Héctor Delgado, Massimiliano Todisco, Md. Sahidullah, Achintya Kumar Sarkar, Nicholas W. D. Evans, Tomi Kinnunen, Zheng-Hua Tan
2016	A	`conf`	HAPPY Team Entry to NIST OpenSAD Challenge: A Fusion of Short-Term Unsupervised and Segment i-Vector Based Speech Activity Detectors. INTERSPEECH Tomi Kinnunen, Alexey Sholokhov, Elie Khoury, Dennis Alexander Lehmann Thomsen, Md. Sahidullah, Zheng-Hua Tan
2016	A	`conf`	Integrated Spoofing Countermeasures and Automatic Speaker Verification: An Evaluation on ASVspoof 2015. INTERSPEECH Md. Sahidullah, Héctor Delgado, Massimiliano Todisco, Hong Yu, Tomi Kinnunen, Nicholas W. D. Evans, Zheng-Hua Tan
2016	J	`jnl`	Local spectral variability features for speaker verification. Digit. Signal Process. Md. Sahidullah, Tomi Kinnunen
2016	J	`jnl`	Lung sound classification using cepstral-based statistical features. Comput. Biol. Medicine Nandini Sengupta, Md. Sahidullah, Goutam Saha
2016	—	`conf`	Overview of BTAS 2016 speaker anti-spoofing competition. BTAS Pavel Korshunov, Sébastien Marcel, Hannah Muckenhirn, André R. Gonçalves, A. G. Souza Mello, Ricardo Paranhos Velloso Violato, Flávio Olmos Simões, Mário Uliani Neto, Marcus de Assis Angeloni, José Augusto Stuchi, Heinrich Dinkel, Nanxin Chen, Yanmin Qian, Dipjyoti Paul, Goutam Saha, Md. Sahidullah
2016	A	`conf`	Robust Speaker Recognition with Combined Use of Acoustic and Throat Microphone Speech. INTERSPEECH Md. Sahidullah, Rosa González Hautamäki, Dennis Alexander Lehmann Thomsen, Tomi Kinnunen, Zheng-Hua Tan, Ville Hautamäki, Robert Parts, Martti Pitkänen
2016	J	`jnl`	Robustness of Voice Conversion Techniques Under Mismatched Conditions. CoRR Monisankha Pal, Dipjyoti Paul, Md. Sahidullah, Goutam Saha
2016	J	`jnl`	Spoofing Detection Goes Noisy: An Analysis of Synthetic Speech Detection in the Presence of Additive Noise. CoRR Cemal Hanilçi, Tomi Kinnunen, Md. Sahidullah, Aleksandr Sizov
2016	J	`jnl`	Spoofing detection goes noisy: An analysis of synthetic speech detection in the presence of additive noise. Speech Commun. Cemal Hanilçi, Tomi Kinnunen, Md. Sahidullah, Aleksandr Sizov
2016	A	`conf`	Utterance Verification for Text-Dependent Speaker Recognition: A Comparative Assessment Using the RedDots Corpus. INTERSPEECH Tomi Kinnunen, Md. Sahidullah, Ivan Kukanov, Héctor Delgado, Massimiliano Todisco, Achintya Kumar Sarkar, Nicolai Bæk Thomsen, Ville Hautamäki, Nicholas W. D. Evans, Zheng-Hua Tan
2015	A	`conf`	A comparison of features for synthetic speech detection. INTERSPEECH Md. Sahidullah, Tomi Kinnunen, Cemal Hanilçi
2015	A	`conf`	ASVspoof 2015: the first automatic speaker verification spoofing and countermeasures challenge. INTERSPEECH Zhizheng Wu, Tomi Kinnunen, Nicholas W. D. Evans, Junichi Yamagishi, Cemal Hanilçi, Md. Sahidullah, Aleksandr Sizov
2015	A	`conf`	Classifiers for synthetic speech detection: a comparison. INTERSPEECH Cemal Hanilçi, Tomi Kinnunen, Md. Sahidullah, Aleksandr Sizov
2013	J	`jnl`	A Novel Windowing Technique for Efficient Computation of MFCC for Speaker Recognition. IEEE Signal Process. Lett. Md. Sahidullah, Goutam Saha
2012	J	`jnl`	A Novel Windowing Technique for Efficient Computation of MFCC for Speaker Recognition CoRR Md. Sahidullah, Goutam Saha
2012	J	`jnl`	Comparison of Speech Activity Detection Techniques for Speaker Recognition CoRR Md. Sahidullah, Goutam Saha
2012	J	`jnl`	Design, analysis and experimental evaluation of block based transformation in MFCC computation for speaker recognition. Speech Commun. Md. Sahidullah, Goutam Saha
2011	J	`jnl`	Improving Performance of Speaker Identification System Using Complementary Information Fusion CoRR Md. Sahidullah, Sandipan Chakroborty, Goutam Saha
2011	J	`jnl`	In Search of Autocorrelation Based Vocal Cord Cues for Speaker Identification CoRR Md. Sahidullah, Goutam Saha
2010	J	`jnl`	On the use of perceptual Line Spectral pairs Frequencies and higher-order residual moments for Speaker Identification. Int. J. Biom. Md. Sahidullah, Sandipan Chakroborty, Goutam Saha