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data augmentation

3037 papers

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Also known as

DA-MCMC DADA DA TTA ADA EDA

Co-occurring keywords

text classification (6776) large language model (12755) transfer learning (5442) semi-supervised learning (2331) few-shot learning (3390) domain adaptation (4578) machine translation (2472) image classification (1943) language model (4573) low-resource language (2234)

Papers

An Exploration of Data Augmentation and Sampling Techniques for Domain-Agnostic Question Answering EMNLP 2019
Deep ChArUco: Dark ChArUco Marker Pose Estimation CVPR 2019
Soft Contextual Data Augmentation for Neural Machine Translation ACL 2019
Robust Speech Emotion Recognition Under Different Encoding Conditions INTERSPEECH 2019
Acoustic Model Ensembling Using Effective Data Augmentation for CHiME-5 Challenge INTERSPEECH 2019
Automatically Learning Data Augmentation Policies for Dialogue Tasks EMNLP 2019
Exploiting Monolingual Data at Scale for Neural Machine Translation EMNLP 2019
A Scalable Noisy Speech Dataset and Online Subjective Test Framework INTERSPEECH 2019
Two Stream Networks for Self-Supervised Ego-Motion Estimation CORL 2019
Not Using the Car to See the Sidewalk -- Quantifying and Controlling the Effects of Context in Classification and Segmentation CVPR 2019
Artificial Error Generation with Fluency Filtering ACL 2019
Mixup Learning Strategies for Text-Independent Speaker Verification INTERSPEECH 2019
LaSO: Label-Set Operations Networks for Multi-Label Few-Shot Learning CVPR 2019
Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets EMNLP 2019
Online Hyper-Parameter Learning for Auto-Augmentation Strategy ICCV 2019
Catastrophic Child's Play: Easy to Perform, Hard to Defend Adversarial Attacks CVPR 2019
Improving Semantic Segmentation via Video Propagation and Label Relaxation CVPR 2019
Data Augmentation Using Learned Transformations for One-Shot Medical Image Segmentation CVPR 2019
Designing a Symbolic Intermediate Representation for Neural Surface Realization NAACL 2019
Efficient Gaussian Process Classification Using Pólya-Gamma Data Augmentation AAAI 2019
Code-Switching for Enhancing NMT with Pre-Specified Translation NAACL 2019
Exploiting Synthetically Generated Data with Semi-Supervised Learning for Small and Imbalanced Datasets AAAI 2019
ALTER: Auxiliary Text Rewriting Tool for Natural Language Generation EMNLP 2019
Keep Calm and Switch On! Preserving Sentiment and Fluency in Semantic Text Exchange IJCNLP 2019
Normalizing Non-canonical Turkish Texts Using Machine Translation Approaches ACL 2019