Sandro Cumani

ERC sectors

• Collegio di Ingegneria Informatica, del Cinema e Meccatronica. Componente

PhD

• Machine learning for pattern recognition. A.A. 2023/24, INGEGNERIA INFORMATICA E DEI SISTEMI. Main teacher
• Machine learning for pattern recognition. A.A. 2022/23, INGEGNERIA INFORMATICA E DEI SISTEMI. Main teacher
• Machine learning for pattern recognition. A.A. 2021/22, INGEGNERIA INFORMATICA E DEI SISTEMI. Main teacher
• Machine learning for pattern recognition. A.A. 2020/21, INGEGNERIA INFORMATICA E DEI SISTEMI. Main teacher
• Machine learning for pattern recognition. A.A. 2019/20, INGEGNERIA INFORMATICA E DEI SISTEMI. Main teacher
• Machine learning for pattern recognition. A.A. 2018/19, INGEGNERIA INFORMATICA E DEI SISTEMI. Teaching assistant

Master of Science

• Machine learning and pattern recognition. A.A. 2023/24, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Titolare del corso
• Machine learning for networking. A.A. 2022/23, COMMUNICATIONS ENGINEERING. Titolare del corso
• Machine learning and pattern recognition. A.A. 2022/23, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Titolare del corso
• Machine learning and pattern recognition. A.A. 2021/22, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Titolare del corso
• Machine learning and pattern recognition. A.A. 2020/21, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Titolare del corso

Bachelor of Science

• Computer sciences. A.A. 2023/24, INGEGNERIA DELL'AUTOVEICOLO (AUTOMOTIVE ENGINEERING). Titolare del corso
• Programming techniques. A.A. 2022/23, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Titolare del corso
• Algoritmi e strutture dati. A.A. 2021/22, INGEGNERIA INFORMATICA. Collaboratore del corso
• Algoritmi e programmazione. A.A. 2020/21, INGEGNERIA INFORMATICA. Collaboratore del corso
• Algoritmi e programmazione. A.A. 2019/20, INGEGNERIA INFORMATICA. Collaboratore del corso
• Informatica. A.A. 2019/20, INGEGNERIA AEROSPAZIALE. Collaboratore del corso
• Algoritmi e programmazione. A.A. 2018/19, INGEGNERIA INFORMATICA. Collaboratore del corso

• SRG - Speech Recognition Group

Projects funded by commercial contracts

• Speaker Recognition and Diarization, (2021-) - Responsabile Scientifico
  Commercial Research
• Speaker recognition and diarization, (2023-2023) - Responsabile Scientifico
  Commercial Research
• Speaker recognition and diarization, (2023-2023) - Responsabile Scientifico
  Commercial Research
• Speaker recognition and diarization, (2022-2022) - Responsabile Scientifico
  Commercial Research
• Speaker recognition and diarization, (2020-2020) - Responsabile Scientifico
  Commercial Research
• Speaker recognition using DNNs and HMMs, (2018-2018) - Responsabile Scientifico
  Commercial Research

• Salvatore Sarni. Programme in Ingegneria Informatica E Dei Sistemi (36^th cycle, 2020-in progress)
  Thesis: Speaker Verification and Language Recognition
  
  Data science, Computer vision and AI
  Parallel and distributed systems, Quantum computing

• Sarni, Salvatore; Cumani, Sandro; Siniscalchi, Sabato Marco; Bottino, Andrea (In stampa)
  Description and analysis of the KPT system for NIST Language Recognition Evaluation 2022. In: 24th INTERSPEECH Conference, Dublin, Ireland, 20th – 24th August 2023, pp. 1-5
  Contributo in Atti di Convegno (Proceeding)
• Koudounas, Alkis; Pastor, Eliana; Mazzia, Vittorio; Giollo, Manuel; Gueudre, Thomas; ... (In stampa)
  Leveraging confidence models for identifying challenging data subgroups in speech models. In: 2024 IEEE International Conference on Acoustics, Speech and Signal Processing Workshop (ICASSPW), Seoul, Korea, 14-19 April, 2024
  Contributo in Atti di Convegno (Proceeding)
• Koudounas, Alkis; Pastor, Eliana; Attanasio, Giuseppe; Mazzia, Vittorio; Giollo, Manuel; ... (2024)
  Towards Comprehensive Subgroup Performance Analysis in Speech Models. In: IEEE/ACM TRANSACTIONS ON AUDIO, SPEECH, AND LANGUAGE PROCESSING, vol. 32, pp. 1468-1480. ISSN 2329-9290
  Contributo su Rivista
• Cumani, Sandro; Sarni, Salvatore (2023)
  From adaptive score normalization to adaptive data normalization for speaker verification systems. In: INTERSPEECH 2023, Dublin (IE), 20th - 24th August 2023, pp. 5296-5300
  Contributo in Atti di Convegno (Proceeding)
• Cumani, S; Sarni, S (2023)
  The Distributions of Uncalibrated Speaker Verification Scores: A Generative Model for Domain Mismatch and Trial-Dependent Calibration. In: IEEE/ACM TRANSACTIONS ON AUDIO, SPEECH, AND LANGUAGE PROCESSING, vol. 31, pp. 2204-2219. ISSN 2329-9290
  Contributo su Rivista
• Cumani, Sandro; Sarni, Salvatore (2022)
  Impostor Score Statistics as Quality Measures for the Calibration of Speaker Verification Systems. In: Odyssey 2022: The Speaker and Language Recognition Workshop, Beijing (CN), 28 June - 1 July 2022, pp. 25-32
  Contributo in Atti di Convegno (Proceeding)
• Cumani, Sandro; Sarni, Salvatore (2021)
  A Generative Model for Duration-Dependent Score Calibration. In: Interspeech 2021, Brno (Repubblica Ceca), 30 August - 3 September 2021, pp. 4598-4602
  Contributo in Atti di Convegno (Proceeding)
• Negri, Pablo; Cumani, Sandro; Bottino, Andrea (2021)
  Tackling Age-Invariant Face Recognition with Non-Linear PLDA and Pairwise SVM. In: IEEE ACCESS, vol. 9, pp. 40649-40664. ISSN 2169-3536
  Contributo su Rivista
• Cumani, S. (2021)
  On the Distribution of Speaker Verification Scores: Generative Models for Unsupervised Calibration. In: IEEE/ACM TRANSACTIONS ON AUDIO, SPEECH, AND LANGUAGE PROCESSING, vol. 29, pp. 547-562. ISSN 2329-9290
  Contributo su Rivista
• Marchi, Erik; Siniscalchi, Sabato Marco; Cumani, Sandro; Salerno, Valerio Mario; Li, ..., a cura di (2021)
  Increasing Naturalness and Flexibility in Spoken Dialogue Interaction. S.L., Springer, P. 453. ISBN: 978-981-15-9322-2
  Curatele