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data augmentation

3052 papers

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DA

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text classification (6793) large language model (13587) transfer learning (5449) semi-supervised learning (2341) few-shot learning (3398) domain adaptation (4595) machine translation (2499) image classification (1944) language model (4599) low-resource language (2273)

Papers

DENT-DDSP: Data-efficient noisy speech generator using differentiable digital signal processors for explicit distortion modelling and noise-robust speech recognition INTERSPEECH 2022
CyclicAugment: Speech Data Random Augmentation with Cosine Annealing Scheduler for Automatic Speech Recognition INTERSPEECH 2022
Combining Simple but Novel Data Augmentation Methods for Improving Conformer ASR INTERSPEECH 2022
SingAug: Data Augmentation for Singing Voice Synthesis with Cycle-consistent Training Strategy INTERSPEECH 2022
End-to-end Mispronunciation Detection with Simulated Error Distance INTERSPEECH 2022
Data Augmentation Using McAdams-Coefficient-Based Speaker Anonymization for Fake Audio Detection INTERSPEECH 2022
Audio-Visual Wake Word Spotting in MISP2021 Challenge: Dataset Release and Deep Analysis INTERSPEECH 2022
L2-GEN: A Neural Phoneme Paraphrasing Approach to L2 Speech Synthesis for Mispronunciation Diagnosis INTERSPEECH 2022
Cross-Speaker Emotion Transfer for Low-Resource Text-to-Speech Using Non-Parallel Voice Conversion with Pitch-Shift Data Augmentation INTERSPEECH 2022
OpenASR21: The Second Open Challenge for Automatic Speech Recognition of Low-Resource Languages INTERSPEECH 2022
Automatic Speaker Verification System for Dysarthria Patients INTERSPEECH 2022
Using Data Augmentation and Consistency Regularization to Improve Semi-supervised Speech Recognition INTERSPEECH 2022
Enhanced Direct Speech-to-Speech Translation Using Self-supervised Pre-training and Data Augmentation INTERSPEECH 2022
Extracting Targeted Training Data from ASR Models, and How to Mitigate It INTERSPEECH 2022
WeSinger: Data-augmented Singing Voice Synthesis with Auxiliary Losses INTERSPEECH 2022
Wav2Vec-Aug: Improved self-supervised training with limited data INTERSPEECH 2022
PISA: PoIncaré Saliency-Aware Interpolative Augmentation INTERSPEECH 2022
Novel Augmentation Schemes for Device Robust Acoustic Scene Classification INTERSPEECH 2022
Imagine by Reasoning: A Reasoning-Based Implicit Semantic Data Augmentation for Long-Tailed Classification AAAI 2022
Adversarial Examples Can Be Effective Data Augmentation for Unsupervised Machine Learning AAAI 2022
VITA: A Multi-Source Vicinal Transfer Augmentation Method for Out-of-Distribution Generalization AAAI 2022
PatchUp: A Feature-Space Block-Level Regularization Technique for Convolutional Neural Networks AAAI 2022
Contrastive Learning from Extremely Augmented Skeleton Sequences for Self-Supervised Action Recognition AAAI 2022
Logit Perturbation AAAI 2022
Un-mix: Rethinking Image Mixtures for Unsupervised Visual Representation Learning AAAI 2022