SOTAVerified

Speaker Identification

Papers

Showing 2130 of 248 papers

TitleStatusHype
Incorporating Talker Identity Aids With Improving Speech Recognition in Adversarial Environments0
Disentangling Textual and Acoustic Features of Neural Speech RepresentationsCode1
Enhancing Open-Set Speaker Identification through Rapid Tuning with Speaker Reciprocal Points and Negative Sample0
ComiCap: A VLMs pipeline for dense captioning of Comic PanelsCode1
Exploring VQ-VAE with Prosody Parameters for Speaker Anonymization0
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
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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