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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

Generating Diverse Translation by Manipulating Multi-Head Attention AAAI 2020
A Novel Model for Imbalanced Data Classification AAAI 2020
Data Diversification: A Simple Strategy For Neural Machine Translation NIPS 2020
Delexicalized Paraphrase Generation COLING 2020
Learning Imbalanced Datasets with Label-Distribution-Aware Margin Loss NIPS 2019
On Mixup Training: Improved Calibration and Predictive Uncertainty for Deep Neural Networks NIPS 2019
MixMatch: A Holistic Approach to Semi-Supervised Learning NIPS 2019
Learning Data Manipulation for Augmentation and Weighting NIPS 2019
Image Synthesis with a Convolutional Capsule Generative Adversarial Network MIDL 2019
Augmenting a German Morphological Database by Data-Intense Methods ACL 2019
A Fourier Perspective on Model Robustness in Computer Vision NIPS 2019
Learning From Synthetic Data for Crowd Counting in the Wild CVPR 2019
Time Matters in Regularizing Deep Networks: Weight Decay and Data Augmentation Affect Early Learning Dynamics, Matter Little Near Convergence NIPS 2019
The Unbearable Weight of Generating Artificial Errors for Grammatical Error Correction ACL 2019
Bag of Tricks for Image Classification with Convolutional Neural Networks CVPR 2019
Data augmentation using back-translation for context-aware neural machine translation EMNLP 2019
Spot and Learn: A Maximum-Entropy Patch Sampler for Few-Shot Image Classification CVPR 2019
Slice-based Learning: A Programming Model for Residual Learning in Critical Data Slices NIPS 2019
Learning to Generate Synthetic Data via Compositing CVPR 2019
HorizonNet: Learning Room Layout With 1D Representation and Pano Stretch Data Augmentation CVPR 2019
AutoAugment: Learning Augmentation Strategies From Data CVPR 2019
A Closer Look At Feature Space Data Augmentation For Few-Shot Intent Classification EMNLP 2019
AugBoost: Gradient Boosting Enhanced with Step-Wise Feature Augmentation IJCAI 2019
Formality Style Transfer for Noisy, User-generated Conversations: Extracting Labeled, Parallel Data from Unlabeled Corpora EMNLP 2019
Sunny and Dark Outside?! Improving Answer Consistency in VQA through Entailed Question Generation EMNLP 2019