Speaker Recognition

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 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.

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

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

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 102 papers with code (435 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.

• 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…
• Deep Speaker: an End-to-End Neural Speaker Embedding System
  5 May 2017 15 repositories listed Syntology ran 7 of 9 samples · 2 unverified · 5 pointer-only (licence)
  We present Deep Speaker, a neural speaker embedding system that maps utterances to a hypersphere where speaker similarity is measured by cosine similarity.
• Utterance-level Aggregation For Speaker Recognition In The Wild
  26 Feb 2019 10 repositories listed Syntology ran 3 of 23 samples · 20 unverified · 1 pointer-only (licence)
  The objective of this paper is speaker recognition "in the wild"-where utterances may be of variable length and also contain irrelevant signals.
• TERA: Self-Supervised Learning of Transformer Encoder Representation for Speech
  12 Jul 2020 7 repositories listed Syntology ran 5 of 14 samples · 9 unverified
  We present a large-scale comparison of various self-supervised models.
• Mockingjay: Unsupervised Speech Representation Learning with Deep Bidirectional Transformer Encoders
  25 Oct 2019 7 repositories listed Syntology ran 3 of 11 samples · 8 unverified
  We present Mockingjay as a new speech representation learning approach, where bidirectional Transformer encoders are pre-trained on a large amount of unlabeled speech.
• Three-Dimensional Lip Motion Network for Text-Independent Speaker Recognition
  13 Oct 2020 6 repositories listed
  To this end, in this work, we present a novel end-to-end 3D lip motion Network (3LMNet) by utilizing the sentence-level 3D lip motion (S3DLM) to recognize speakers in both the text-independent and text-dependent…
• VoiceFilter: Targeted Voice Separation by Speaker-Conditioned Spectrogram Masking
  11 Oct 2018 5 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  In this paper, we present a novel system that separates the voice of a target speaker from multi-speaker signals, by making use of a reference signal from the target speaker.
• Fine-tuning wav2vec2 for speaker recognition
  30 Sep 2021 4 repositories listed
  This paper explores applying the wav2vec2 framework to speaker recognition instead of speech recognition.
• Probabilistic Spherical Discriminant Analysis: An Alternative to PLDA for length-normalized embeddings
  28 Mar 2022 3 repositories listed
  In speaker recognition, where speech segments are mapped to embeddings on the unit hypersphere, two scoring backends are commonly used, namely cosine scoring or PLDA.
• HLT-NUS SUBMISSION FOR 2020 NIST Conversational Telephone Speech SRE
  12 Nov 2021 3 repositories listed
  This work provides a brief description of Human Language Technology (HLT) Laboratory, National University of Singapore (NUS) system submission for 2020 NIST conversational telephone speech (CTS) speaker recognition…
• 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.
• AM-MobileNet1D: A Portable Model for Speaker Recognition
  31 Mar 2020 3 repositories listed
  To address this demand, we propose a portable model called Additive Margin MobileNet1D (AM-MobileNet1D) to Speaker Identification on mobile devices.
• 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.
• 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.
• TAPLoss: A Temporal Acoustic Parameter Loss for Speech Enhancement
  16 Feb 2023 2 repositories listed
  We propose an objective for perceptual quality based on temporal acoustic parameters.
• Toroidal Probabilistic Spherical Discriminant Analysis
  27 Oct 2022 2 repositories listed
  It extends PSDA with the ability to model within and between-speaker variabilities in toroidal submanifolds of the hypersphere.
• Towards Understanding and Mitigating Audio Adversarial Examples for Speaker Recognition
  7 Jun 2022 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  According to the characteristic of SRSs, we present 22 diverse transformations and thoroughly evaluate them using 7 recent promising adversarial attacks (4 white-box and 3 black-box) on speaker recognition.
• 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.
• Pushing the limits of raw waveform speaker recognition
  16 Mar 2022 2 repositories listed
  Our best model achieves an equal error rate of 0.
• Speaker anonymisation using the McAdams coefficient
  2 Nov 2020 2 repositories listed
  Anonymisation has the goal of manipulating speech signals in order to degrade the reliability of automatic approaches to speaker recognition, while preserving other aspects of speech, such as those relating to…
• Crossed-Time Delay Neural Network for Speaker Recognition
  31 May 2020 2 repositories listed
  Time Delay Neural Network (TDNN) is a well-performing structure for DNN-based speaker recognition systems.
• Speech2Phone: A Novel and Efficient Method for Training Speaker Recognition Models
  25 Feb 2020 2 repositories listed
  We compare the three best architectures trained using our method to select the best one, which is the one with a shallow architecture.
• CN-CELEB: a challenging Chinese speaker recognition dataset
  31 Oct 2019 2 repositories listed
  These datasets tend to deliver over optimistic performance and do not meet the request of research on speaker recognition in unconstrained conditions.
• Filterbank design for end-to-end speech separation
  23 Oct 2019 2 repositories listed Syntology ran 1 of 8 samples · 7 unverified
  Also, we validate the use of parameterized filterbanks and show that complex-valued representations and masks are beneficial in all conditions.
• Personal VAD: Speaker-Conditioned Voice Activity Detection
  12 Aug 2019 2 repositories listed
  In this paper, we propose "personal VAD", a system to detect the voice activity of a target speaker at the frame level.
• Speech and Speaker Recognition from Raw Waveform with SincNet
  13 Dec 2018 2 repositories listed
  Deep neural networks can learn complex and abstract representations, that are progressively obtained by combining simpler ones.
• VoxCeleb2: Deep Speaker Recognition
  14 Jun 2018 2 repositories listed Syntology ran 0 of 13 samples · 13 unverified
  The objective of this paper is speaker recognition under noisy and unconstrained conditions.
• Attention-Based Models for Text-Dependent Speaker Verification
  28 Oct 2017 2 repositories listed
  Attention-based models have recently shown great performance on a range of tasks, such as speech recognition, machine translation, and image captioning due to their ability to summarize relevant information that expands…
• CoLMbo: Speaker Language Model for Descriptive Profiling
  11 Jun 2025 1 repository listed
  Speaker recognition systems are often limited to classification tasks and struggle to generate detailed speaker characteristics or provide context-rich descriptions.
• Private kNN-VC: Interpretable Anonymization of Converted Speech
  23 May 2025 1 repository listed
  Speaker anonymization seeks to conceal a speaker's identity while preserving the utility of their speech.

Syntology lines on 10 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.