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Contrastive Predictive Coding Based Feature for Automatic Speaker Verification

arXiv 1904.01575 ↗First posted 1 Apr 2019cs.CL cs.LG cs.SDcited by 15

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Abstract (arXiv)

This thesis describes our ongoing work on Contrastive Predictive Coding (CPC) features for speaker verification. CPC is a recently proposed representation learning framework based on predictive coding and noise contrastive estimation. We focus on incorporating CPC features into the standard automatic speaker verification systems, and we present our methods, experiments, and analysis. This thesis also details necessary background knowledge in past and recent work on automatic speaker verification systems, conventional speech features, and the motivation and techniques behind CPC.

Key facts. Cited by 15 papers in the map (data through 7 Oct 2026). First posted on arXiv 1 Apr 2019.

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Citing papers per year: 2021: 3; 2022: 4; 2023: 4; 2024: 3; 2025: 1.

15 papers.

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  1. 2021ReSSL: Relational Self-Supervised Learning with Weak Augmentationcited by 83
  2. 2021Weakly Supervised Contrastive Learningcited by 81
  3. 2021PARP: Prune, Adjust and Re-Prune for Self-Supervised Speech Recognitioncited by 50
  4. 2022UniVIP: A Unified Framework for Self-Supervised Visual Pre-trainingcited by 30
  5. 2024UniGarmentManip: A Unified Framework for Category-Level Garment Manipulation via Dense Visual Correspondencecited by 22
  6. 2024GarmentLab: A Unified Simulation and Benchmark for Garment Manipulationcited by 19
  7. 2023SIRL: Similarity-based Implicit Representation Learningcited by 13
  8. 2023Masked Modeling for Self-supervised Representation Learning on Vision and Beyondcited by 13
  9. 2023Aligning Robot and Human Representationscited by 11
  10. 2022Precise Location Matching Improves Dense Contrastive Learning in Digital Pathologycited by 4
  11. 2022Weak Augmentation Guided Relational Self-Supervised Learningcited by 3
  12. 2022Pose Uncertainty Aware Movement Synchrony Estimation via Spatial-Temporal Graph Transformercited by 1
3 more
  1. 2023MSVQ: Self-Supervised Learning with Multiple Sample Views and Queuescited by 0
  2. 2024Unsupervised Representation Learning of Complex Time Series for Maneuverability State Identification in Smart Mobilitycited by 0
  3. 2025KiseKloset for Fashion Retrieval and Recommendationcited by 0