SOTAVerified

Speaker Identification

Papers

Showing 2650 of 248 papers

TitleStatusHype
How Redundant Is the Transformer Stack in Speech Representation Models?0
A Toolkit for Joint Speaker Diarization and Identification with Application to Speaker-Attributed ASR0
Just ASR + LLM? A Study on Speech Large Language Models' Ability to Identify and Understand Speaker in Spoken DialogueCode0
Progressive Residual Extraction based Pre-training for Speech Representation Learning0
Deep Learning for Speaker Identification: Architectural Insights from AB-1 Corpus Analysis and Performance EvaluationCode0
Identifying Speakers in Dialogue Transcripts: A Text-based Approach Using Pretrained Language ModelsCode0
VoxBlink2: A 100K+ Speaker Recognition Corpus and the Open-Set Speaker-Identification BenchmarkCode5
CoMix: A Comprehensive Benchmark for Multi-Task Comic UnderstandingCode1
DASB -- Discrete Audio and Speech Benchmark0
Evaluating Speaker Identity Coding in Self-supervised Models and Humans0
SSAMBA: Self-Supervised Audio Representation Learning with Mamba State Space ModelCode2
TIMIT Speaker Profiling: A Comparison of Multi-task learning and Single-task learning Approaches0
Masked Modeling Duo: Towards a Universal Audio Pre-training FrameworkCode0
Removing Speaker Information from Speech Representation using Variable-Length Soft Pooling0
Hearing-Loss Compensation Using Deep Neural Networks: A Framework and Results From a Listening Test0
A Closer Look at Wav2Vec2 Embeddings for On-Device Single-Channel Speech Enhancement0
Unraveling Adversarial Examples against Speaker Identification -- Techniques for Attack Detection and Victim Model Classification0
Effect of utterance duration and phonetic content on speaker identification using second-order statistical methods0
Significance of Chirp MFCC as a Feature in Speech and Audio Applications0
Probing Self-supervised Learning Models with Target Speech Extraction0
Speech Rhythm-Based Speaker Embeddings Extraction from Phonemes and Phoneme Duration for Multi-Speaker Speech Synthesis0
Post-Training Embedding Alignment for Decoupling Enrollment and Runtime Speaker Recognition Models0
SIG: Speaker Identification in Literature via Prompt-Based GenerationCode0
Voxceleb-ESP: preliminary experiments detecting Spanish celebrities from their voices0
Efficiency-oriented approaches for self-supervised speech representation learning0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MSM-MAETop-1 (%)96.6Unverified
2M2D/0.6Top-1 (%)96.5Unverified
3M2D/0.7Top-1 (%)96.3Unverified
4M2D ratio=0.6Top-1 (%)94.8Unverified
5AudioMAE (local)Top-1 (%)94.8Unverified
6ATST Base (ours)Top-1 (%)94.3Unverified
7AudioMAE (global)Top-1 (%)94.1Unverified
8AutoSpeech (N=8,C=128)Top-1 (%)87.66Unverified
9SSAST-FRAMETop-1 (%)80.8Unverified
10SSAMBATop-1 (%)70.1Unverified
#ModelMetricClaimedVerifiedStatus
1Fuzzy RetrievalTop-1 (%)67.77Unverified
#ModelMetricClaimedVerifiedStatus
1Fuzzy RetrievalTop-1 (%)80.83Unverified
#ModelMetricClaimedVerifiedStatus
1Fuzzy RetrievalTop-1 (%)95.13Unverified