Speaker Verification

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

12 leaderboard tables shown for this task, 12 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted. 10 shown of 12 until expanded.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

12 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

3 subtasks in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 200 papers with code (746 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Generalized End-to-End Loss for Speaker Verification
  28 Oct 2017 30 repositories listed Syntology ran 4 of 27 samples · 23 unverified · 1 pointer-only (licence)
  In this paper, we propose a new loss function called generalized end-to-end (GE2E) loss, which makes the training of speaker verification models more efficient than our previous tuple-based end-to-end (TE2E) loss…
• Speaker Recognition from Raw Waveform with SincNet
  29 Jul 2018 26 repositories listed Syntology ran 6 of 9 samples · 3 unverified · 6 pointer-only (licence)
  Rather than employing standard hand-crafted features, the latter CNNs learn low-level speech representations from waveforms, potentially allowing the network to better capture important narrow-band speaker…
• Transfer Learning from Speaker Verification to Multispeaker Text-To-Speech Synthesis
  12 Jun 2018 11 repositories listed
  Clone a voice in 5 seconds to generate arbitrary speech in real-time
• Defense for Black-box Attacks on Anti-spoofing Models by Self-Supervised Learning
  5 Jun 2020 6 repositories listed
  To explore this issue, we proposed to employ Mockingjay, a self-supervised learning based model, to protect anti-spoofing models against adversarial attacks in the black-box scenario.
• RawNet: Advanced end-to-end deep neural network using raw waveforms for text-independent speaker verification
  17 Apr 2019 5 repositories listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  In this study, we explore end-to-end deep neural networks that input raw waveforms to improve various aspects: front-end speaker embedding extraction including model architecture, pre-training scheme, additional…
• Text-Independent Speaker Verification Using 3D Convolutional Neural Networks
  26 May 2017 5 repositories listed
  In our paper, we propose an adaptive feature learning by utilizing the 3D-CNNs for direct speaker model creation in which, for both development and enrollment phases, an identical number of spoken utterances per speaker…
• ASVspoof 2019: Future Horizons in Spoofed and Fake Audio Detection
  14 Apr 2019 4 repositories listed Syntology ran 3 of 6 samples · 3 unverified
  ASVspoof, now in its third edition, is a series of community-led challenges which promote the development of countermeasures to protect automatic speaker verification (ASV) from the threat of spoofing.
• An Unsupervised Autoregressive Model for Speech Representation Learning
  5 Apr 2019 4 repositories listed Syntology ran 4 of 4 samples · 0 unverified · 3 pointer-only (licence)
  This paper proposes a novel unsupervised autoregressive neural model for learning generic speech representations.
• Speaker Diarization with LSTM
  28 Oct 2017 4 repositories listed
  For many years, i-vector based audio embedding techniques were the dominant approach for speaker verification and speaker diarization applications.
• Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation
  24 Feb 2022 3 repositories listed Syntology ran 1 of 2 samples · 1 unverified
  The performance of spoofing countermeasure systems depends fundamentally upon the use of sufficiently representative training data.
• An Empirical Study on Channel Effects for Synthetic Voice Spoofing Countermeasure Systems
  3 Apr 2021 3 repositories listed Syntology ran 7 of 18 samples · 11 unverified
  Spoofing countermeasure (CM) systems are critical in speaker verification; they aim to discern spoofing attacks from bona fide speech trials.
• One-class learning towards generalized voice spoofing detection
  27 Oct 2020 3 repositories listed Syntology ran 0 of 10 samples · 10 unverified
  Human voices can be used to authenticate the identity of the speaker, but the automatic speaker verification (ASV) systems are vulnerable to voice spoofing attacks, such as impersonation, replay, text-to-speech, and…
• AutoSpeech: Neural Architecture Search for Speaker Recognition
  7 May 2020 3 repositories listed
  Speaker recognition systems based on Convolutional Neural Networks (CNNs) are often built with off-the-shelf backbones such as VGG-Net or ResNet.
• Ludwig: a type-based declarative deep learning toolbox
  17 Sep 2019 3 repositories listed
  In this work we present Ludwig, a flexible, extensible and easy to use toolbox which allows users to train deep learning models and use them for obtaining predictions without writing code.
• rVAD: An Unsupervised Segment-Based Robust Voice Activity Detection Method
  9 Jun 2019 3 repositories listed
  In the end, a posteriori SNR weighted energy difference is applied to the extended pitch segments of the denoised speech signal for detecting voice activity.
• Unsupervised Learning of Disentangled and Interpretable Representations from Sequential Data
  22 Sep 2017 3 repositories listed
  We present a factorized hierarchical variational autoencoder, which learns disentangled and interpretable representations from sequential data without supervision.
• End-to-End Text-Dependent Speaker Verification
  27 Sep 2015 3 repositories listed
  In this paper we present a data-driven, integrated approach to speaker verification, which maps a test utterance and a few reference utterances directly to a single score for verification and jointly optimizes the…
• Self-Distillation Prototypes Network: Learning Robust Speaker Representations without Supervision
  17 Jun 2024 2 repositories listed
  SDPN assigns the representation of the augmented views of an utterance to the same prototypes as the representation of the original view, thereby enabling effective knowledge transfer between the views.
• 3D-Speaker-Toolkit: An Open-Source Toolkit for Multimodal Speaker Verification and Diarization
  29 Mar 2024 2 repositories listed
  With 3D-Speaker-Toolkit, we establish a new benchmark for multimodal speaker analysis.
• Advanced Signal Analysis in Detecting Replay Attacks for Automatic Speaker Verification Systems
  2 Mar 2024 2 repositories listed
  This study proposes novel signal analysis methods for replay speech detection in automatic speaker verification (ASV) systems.
• ESPnet-SPK: full pipeline speaker embedding toolkit with reproducible recipes, self-supervised front-ends, and off-the-shelf models
  30 Jan 2024 2 repositories listed Syntology ran 9 of 15 samples · 6 unverified · 2 pointer-only (licence)
  First, we provide an open-source platform for researchers in the speaker recognition community to effortlessly build models.
• Pairwise Similarity Learning is SimPLE
  13 Oct 2023 2 repositories listed Syntology ran 8 of 9 samples · 1 unverified
  In this paper, we focus on a general yet important learning problem, pairwise similarity learning (PSL).
• Self-Distillation Prototypes Network: Learning Robust Speaker Representations without Supervision
  5 Aug 2023 2 repositories listed
  To mitigate this problem, we introduce a diversity regularization term to embeddings in SDPN.
• An Enhanced Res2Net with Local and Global Feature Fusion for Speaker Verification
  22 May 2023 2 repositories listed
  This paper proposes a novel architecture called Enhanced Res2Net (ERes2Net), which incorporates both local and global feature fusion techniques to improve the performance.
• CryCeleb: A Speaker Verification Dataset Based on Infant Cry Sounds
  1 May 2023 2 repositories listed
  This paper describes the Ubenwa CryCeleb dataset - a labeled collection of infant cries - and the accompanying CryCeleb 2023 task, which is a public speaker verification challenge based on cry sounds.
• SAMO: Speaker Attractor Multi-Center One-Class Learning for Voice Anti-Spoofing
  4 Nov 2022 2 repositories listed
  Our previous research on one-class learning has improved the generalization ability to unseen attacks by compacting the bona fide speech in the embedding space.
• ConvNeXt Based Neural Network for Audio Anti-Spoofing
  14 Sep 2022 2 repositories listed
  With the rapid development of speech conversion and speech synthesis algorithms, automatic speaker verification (ASV) systems are vulnerable to spoofing attacks.
• PaddleSpeech: An Easy-to-Use All-in-One Speech Toolkit
  20 May 2022 2 repositories listed
  PaddleSpeech is an open-source all-in-one speech toolkit.
• The VoicePrivacy 2022 Challenge Evaluation Plan
  23 Mar 2022 2 repositories listed
  Participants apply their developed anonymization systems, run evaluation scripts and submit objective evaluation results and anonymized speech data to the organizers.
• A³T: Alignment-Aware Acoustic and Text Pretraining for Speech Synthesis and Editing
  18 Mar 2022 2 repositories listed Syntology ran 0 of 7 samples · 7 unverified
  Recently, speech representation learning has improved many speech-related tasks such as speech recognition, speech classification, and speech-to-text translation.

Syntology lines on 11 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.