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Found 5 papers, 0 papers with code
Bilingual Streaming ASR with Grapheme units and Auxiliary Monolingual Loss
Our key developments constitute: (a) pronunciation lexicon with grapheme units instead of phone units, (b) a fully bilingual alignment model and subsequently bilingual streaming transformer model, (c) a parallel encoder structure with language identification (LID) loss, (d) parallel encoder with an auxiliary loss for monolingual projections.
Automatic Speech Recognition
Automatic Speech Recognition (ASR)
+2
Maximizing Audio Event Detection Model Performance on Small Datasets Through Knowledge Transfer, Data Augmentation, And Pretraining: An Ablation Study
An Xception model reaches state-of-the-art (SOTA) accuracy on the ESC-50 dataset for audio event detection through knowledge transfer from ImageNet weights, pretraining on AudioSet, and an on-the-fly data augmentation pipeline.
Sequence-level Confidence Classifier for ASR Utterance Accuracy and Application to Acoustic Models
We propose a cost-effective method of using CC scores to select an optimal adaptation data set, where we maximize ASR gains from minimal data.
Automatic Speech Recognition
Automatic Speech Recognition (ASR)
+1
Transfer Learning Approaches for Streaming End-to-End Speech Recognition System
Transfer learning (TL) is widely used in conventional hybrid automatic speech recognition (ASR) system, to transfer the knowledge from source to target language.
Automatic Speech Recognition
Automatic Speech Recognition (ASR)
+2
Speaker Adaptation for End-to-End CTC Models
We propose two approaches for speaker adaptation in end-to-end (E2E) automatic speech recognition systems.
Automatic Speech Recognition
Automatic Speech Recognition (ASR)
+2
