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  • HuBERT: Self-Supervised Speech Representation Learning by Masked . . .
    To deal with these three problems, we propose the Hidden-Unit BERT (HuBERT) approach for self-supervised speech representation learning, which utilizes an offline clustering step to provide aligned target labels for a BERT-like prediction loss
  • HuBERT：基于BERT的自监督 (self-supervised)语音表示学习
    本文提出了HuBERT，一个基于BERT的自监督的语音表示学习方法，HuBERT利用了离散化、masked prediction以及iterative refinement for cluster assignments等技术，实验结果证明HuBERT可以实现和当前的最好方法wav2vec 2 0类似或更好的表现，是近期比较优秀的工作。
  • HuBERT · Hugging Face
    HuBERT is a self-supervised speech model to cluster aligned target labels for BERT-like prediction loss and applying the prediction loss only over masked regions to force the model to learn both acoustic and language modeling over continuous inputs
  • 语音方向精典论文品读_HuBERT - 简书
    HuBERT 全称为 Hidden unit BERT（HuBERT）。 它是一种类似于 BERT 的预训练模型，通过离线聚类生成有噪标签的隐藏单元。 HuBERT 模型被迫从连续输入中学习声学和语言模型。 首先，模型需要对 未掩蔽的输入建模 为有意义的连续潜在表示，这对应于经典的声学建模问题。
  • 【限时免费】 从HuBERT家族V1到chinese-hubert-base：进化之路与雄心-CSDN博客
    引言：回顾历史 HuBERT（Hidden-Unit BERT）模型家族自诞生以来，一直是自监督语音表示学习领域的重要代表。 其最初的版本HuBERT-base和HuBERT-large基于Wav2Vec 2 0的架构，通过掩码预测隐藏单元的方式，从连续的语音输入中学习声学和语言模型。
  • About Hubert Company - Hubert US
    A subsidiary of TAKKT AG, Hubert is owned by the Haniel Group in Stuttgart, Germany Haniel has 54,000 employees, has been in business more than 250 years and generates revenues in excess of 29 billion euros per year
  • transformers docs source en model_doc hubert. md at main - GitHub
    HuBERT is a self-supervised speech model to cluster aligned target labels for BERT-like prediction loss and applying the prediction loss only over masked regions to force the model to learn both acoustic and language modeling over continuous inputs
  • HuBERT Model - GeeksforGeeks
    HuBERT is a self-supervised model that allows the BERT model to be applied to audio inputs Applying a BERT model to a sound input is challenging as sound units have variable length and there can be multiple sound units in each input
  • Meaning, origin and history of the name Hubert
    Saint Hubert was an 8th-century bishop of Maastricht who is considered the patron saint of hunters The Normans brought the name to England, where it replaced an Old English cognate Hygebeorht
  • HuBERT论文解读 - 知乎
    摘要 论文提出了一种名为 HuBERT （Hidden-Unit BERT）的自监督语音表示学习方法，通过掩码预测隐藏单元的聚类标签，解决了语音信号中的三个核心问题：（1）输入语句中多音素共存；（2）预训练阶段缺乏音素词典；（3）音素边界不明确且长度可变。





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