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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

Repopulating Street Scenes CVPR 2021
Robust and Accurate Object Detection via Adversarial Learning CVPR 2021
When Human Pose Estimation Meets Robustness: Adversarial Algorithms and Benchmarks CVPR 2021
MaxUp: Lightweight Adversarial Training With Data Augmentation Improves Neural Network Training CVPR 2021
SelfAugment: Automatic Augmentation Policies for Self-Supervised Learning CVPR 2021
Quality-Agnostic Image Recognition via Invertible Decoder CVPR 2021
Spatiotemporal Contrastive Video Representation Learning CVPR 2021
Three Ways To Improve Semantic Segmentation With Self-Supervised Depth Estimation CVPR 2021
Privacy-Preserving Collaborative Learning With Automatic Transformation Search CVPR 2021
KeepAugment: A Simple Information-Preserving Data Augmentation Approach CVPR 2021
Simple Copy-Paste Is a Strong Data Augmentation Method for Instance Segmentation CVPR 2021
Recorrupted-to-Recorrupted: Unsupervised Deep Learning for Image Denoising CVPR 2021
Natural Adversarial Examples CVPR 2021
A Survey on Recent Approaches for Natural Language Processing in Low-Resource Scenarios NAACL 2021
OoMMix: Out-of-manifold Regularization in Contextual Embedding Space for Text Classification ACL 2021
HiddenCut: Simple Data Augmentation for Natural Language Understanding with Better Generalizability ACL 2021
Are VQA Systems RAD? Measuring Robustness to Augmented Data with Focused Interventions ACL 2021
Neural Retrieval for Question Answering with Cross-Attention Supervised Data Augmentation ACL 2021
Exploring Listwise Evidence Reasoning with T5 for Fact Verification ACL 2021
Towards more equitable question answering systems: How much more data do you need? ACL 2021
Time Series Data Augmentation for Deep Learning: A Survey IJCAI 2021
Few-Shot Learning with Part Discovery and Augmentation from Unlabeled Images IJCAI 2021
Avoiding Overlap in Data Augmentation for AMR-to-Text Generation ACL 2021
PALI at SemEval-2021 Task 2: Fine-Tune XLM-RoBERTa for Word in Context Disambiguation ACL 2021
Augmented SBERT: Data Augmentation Method for Improving Bi-Encoders for Pairwise Sentence Scoring Tasks NAACL 2021