Speaker Identification

Benchmarks archive 2025-07-28

4 leaderboard tables shown for this task, 4 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

4 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 74 papers with code (248 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.
• SpeechT5: Unified-Modal Encoder-Decoder Pre-Training for Spoken Language Processing
  14 Oct 2021 6 repositories listed Syntology ran 2 of 3 samples · 1 unverified · 3 pointer-only (licence)
  Motivated by the success of T5 (Text-To-Text Transfer Transformer) in pre-trained natural language processing models, we propose a unified-modal SpeechT5 framework that explores the encoder-decoder pre-training for…
• UniSpeech-SAT: Universal Speech Representation Learning with Speaker Aware Pre-Training
  12 Oct 2021 5 repositories listed
  We integrate the proposed methods into the HuBERT framework.
• Masked Autoencoders that Listen
  13 Jul 2022 4 repositories listed Syntology ran 17 of 32 samples · 15 unverified · 10 pointer-only (licence)
  Following the Transformer encoder-decoder design in MAE, our Audio-MAE first encodes audio spectrogram patches with a high masking ratio, feeding only the non-masked tokens through encoder layers.
• ATST: Audio Representation Learning with Teacher-Student Transformer
  26 Apr 2022 4 repositories listed
  Self-supervised learning (SSL) learns knowledge from a large amount of unlabeled data, and then transfers the knowledge to a specific problem with a limited number of labeled data.
• Audio ALBERT: A Lite BERT for Self-supervised Learning of Audio Representation
  18 May 2020 4 repositories listed
  We use the representations with two downstream tasks, speaker identification, and phoneme classification.
• SSAST: Self-Supervised Audio Spectrogram Transformer
  19 Oct 2021 3 repositories listed Syntology ran 11 of 16 samples · 5 unverified
  However, pure Transformer models tend to require more training data compared to CNNs, and the success of the AST relies on supervised pretraining that requires a large amount of labeled data and a complex training…
• 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.
• ComiCap: A VLMs pipeline for dense captioning of Comic Panels
  24 Sep 2024 2 repositories listed
  The comic domain is rapidly advancing with the development of single- and multi-page analysis and synthesis models.
• Masked Modeling Duo: Towards a Universal Audio Pre-training Framework
  9 Apr 2024 2 repositories listed Syntology ran 7 of 7 samples · 0 unverified · 7 pointer-only (licence)
  This study proposes Masked Modeling Duo (M2D), an improved masked prediction SSL, which learns by predicting representations of masked input signals that serve as training signals.
• 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.
• Speech Resynthesis from Discrete Disentangled Self-Supervised Representations
  1 Apr 2021 2 repositories listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  We propose using self-supervised discrete representations for the task of speech resynthesis.
• FoolHD: Fooling speaker identification by Highly imperceptible adversarial Disturbances
  17 Nov 2020 2 repositories listed
  Speaker identification models are vulnerable to carefully designed adversarial perturbations of their input signals that induce misclassification.
• Contrastive Learning of General-Purpose Audio Representations
  21 Oct 2020 2 repositories listed
  We introduce COLA, a self-supervised pre-training approach for learning a general-purpose representation of audio.
• 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.
• Generative Pre-Training for Speech with Autoregressive Predictive Coding
  23 Oct 2019 2 repositories listed
  Learning meaningful and general representations from unannotated speech that are applicable to a wide range of tasks remains challenging.
• Word-level Embeddings for Cross-Task Transfer Learning in Speech Processing
  22 Oct 2019 2 repositories listed
  Recent breakthroughs in deep learning often rely on representation learning and knowledge transfer.
• Learning Speaker Representations with Mutual Information
  1 Dec 2018 2 repositories listed Syntology ran 0 of 6 samples · 6 unverified
  Mutual Information (MI) or similar measures of statistical dependence are promising tools for learning these representations in an unsupervised way.
• 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.
• Whisper Speaker Identification: Leveraging Pre-Trained Multilingual Transformers for Robust Speaker Embeddings
  13 Mar 2025 1 repository listed
  Speaker identification in multilingual settings presents unique challenges, particularly when conventional models are predominantly trained on English data.
• Friends-MMC: A Dataset for Multi-modal Multi-party Conversation Understanding
  23 Dec 2024 1 repository listed
  Based on this Friends-MMC dataset, we further study two fundamental MMC tasks: conversation speaker identification and conversation response prediction, both of which have the multi-party nature with the video or image…
• Towards Speaker Identification with Minimal Dataset and Constrained Resources using 1D-Convolution Neural Network
  22 Nov 2024 1 repository listed
  Voice recognition and speaker identification are vital for applications in security and personal assistants.
• Disentangling Textual and Acoustic Features of Neural Speech Representations
  3 Oct 2024 1 repository listed
  Neural speech models build deeply entangled internal representations, which capture a variety of features (e.
• Just ASR + LLM? A Study on Speech Large Language Models' Ability to Identify and Understand Speaker in Spoken Dialogue
  7 Sep 2024 1 repository listed
  However, after carefully examining Gaokao's questions, we find the correct answers to many questions can be inferred from the conversation transcript alone, i.
• Deep Learning for Speaker Identification: Architectural Insights from AB-1 Corpus Analysis and Performance Evaluation
  13 Aug 2024 1 repository listed
  In the fields of security systems, forensic investigations, and personalized services, the importance of speech as a fundamental human input outweighs text-based interactions.
• Identifying Speakers in Dialogue Transcripts: A Text-based Approach Using Pretrained Language Models
  16 Jul 2024 1 repository listed
  We introduce an approach to identifying speaker names in dialogue transcripts, a crucial task for enhancing content accessibility and searchability in digital media archives.
• VoxBlink2: A 100K+ Speaker Recognition Corpus and the Open-Set Speaker-Identification Benchmark
  16 Jul 2024 1 repository listed
  In this paper, we provide a large audio-visual speaker recognition dataset, VoxBlink2, which includes approximately 10M utterances with videos from 110K+ speakers in the wild.
• CoMix: A Comprehensive Benchmark for Multi-Task Comic Understanding
  4 Jul 2024 1 repository listed
  We introduce a novel benchmark, CoMix, designed to evaluate the multi-task capabilities of models in comic analysis.

Syntology lines on 8 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.