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Data Augmentation

3622 directly classified papers

Papers per year

Papers

TaskMix: Data Augmentation for Meta-Learning of Spoken Intent Understanding AACL 2022
Towards Fair Dataset Distillation for Text Classification EMNLP 2022
Robust MT Evaluation with Sentence-level Multilingual Augmentation EMNLP 2022
Combining Simple but Novel Data Augmentation Methods for Improving Conformer ASR INTERSPEECH 2022
CyclicAugment: Speech Data Random Augmentation with Cosine Annealing Scheduler for Automatic Speech Recognition INTERSPEECH 2022
DENT-DDSP: Data-efficient noisy speech generator using differentiable digital signal processors for explicit distortion modelling and noise-robust speech recognition INTERSPEECH 2022
pMCT: Patched Multi-Condition Training for Robust Speech Recognition INTERSPEECH 2022
UNet-DenseNet for Robust Far-Field Speaker Verification INTERSPEECH 2022
Data Augmentation for End-to-end Silent Speech Recognition for Laryngectomees INTERSPEECH 2022
Data Augmentation for Low-Resource Quechua ASR Improvement INTERSPEECH 2022
Spectral Modification Based Data Augmentation For Improving End-to-End ASR For Children’s Speech INTERSPEECH 2022
SPLICEOUT: A Simple and Efficient Audio Augmentation Method INTERSPEECH 2022
Improving Generalization of Deep Neural Network Acoustic Models with Length Perturbation and N-best Based Label Smoothing INTERSPEECH 2022
The Majority Can Help the Minority: Context-Rich Minority Oversampling for Long-Tailed Classification CVPR 2022
A Complementary Joint Training Approach Using Unpaired Speech and Text A Complementary Joint Training Approach Using Unpaired Speech and Text INTERSPEECH 2022
Articulatory Synthesis for Data Augmentation in Phoneme Recognition INTERSPEECH 2022
Beta Shapley: a Unified and Noise-reduced Data Valuation Framework for Machine Learning AISTATS 2022
Probabilistic spatial transformer networks UAI 2022
Spatiotemporal Initialization for 3D CNNs With Generated Motion Patterns WACV 2022
UMass PCL at SemEval-2022 Task 4: Pre-trained Language Model Ensembles for Detecting Patronizing and Condescending Language SEMEVAL 2022
BitextEdit: Automatic Bitext Editing for Improved Low-Resource Machine Translation NAACL 2022
DUCS at SemEval-2022 Task 6: Exploring Emojis and Sentiments for Sarcasm Detection SEMEVAL 2022
Data Augmentation for Low-Resource Dialogue Summarization NAACL 2022
CoCoA-MT: A Dataset and Benchmark for Contrastive Controlled MT with Application to Formality NAACL 2022
Retrieval Based Response Letter Generation For a Customer Care Setting NAACL 2022