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Machine Learning
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Data Augmentation
3622 directly classified papers
Papers per year
2002: 2
2006: 1
2008: 2
2009: 1
2011: 3
2012: 3
2013: 9
2014: 8
2015: 7
2016: 35
2017: 45
2018: 108
2019: 239
2020: 329
2021: 477
2022: 518
2023: 607
2024: 561
2025: 546
2026: 121
Papers
Fixing the train-test resolution discrepancy
NIPS 2019
Fast AutoAugment
NIPS 2019
On Mixup Training: Improved Calibration and Predictive Uncertainty for Deep Neural Networks
NIPS 2019
Learning Data Manipulation for Augmentation and Weighting
NIPS 2019
Progressive Augmentation of GANs
NIPS 2019
MixMatch: A Holistic Approach to Semi-Supervised Learning
NIPS 2019
Can Neural Networks Understand Monotonicity Reasoning?
ACL 2019
Anonymized BERT: An Augmentation Approach to the Gendered Pronoun Resolution Challenge
ACL 2019
Data augmentation using back-translation for context-aware neural machine translation
EMNLP 2019
Corpora Generation for Grammatical Error Correction
NAACL 2019
AutoAugment: Learning Augmentation Strategies From Data
CVPR 2019
Ensemble Machine Learning for Estimating Fetal Weight at Varying Gestational Age
AAAI 2019
Image Synthesis with a Convolutional Capsule Generative Adversarial Network
MIDL 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
Visual Attention Consistency Under Image Transforms for Multi-Label Image Classification
CVPR 2019
Handling Syntactic Divergence in Low-resource Machine Translation
EMNLP 2019
Hotels-50K: A Global Hotel Recognition Dataset
AAAI 2019
Few-Shot Learning via Saliency-Guided Hallucination of Samples
CVPR 2019
Dissecting Person Re-Identification From the Viewpoint of Viewpoint
CVPR 2019
Bag of Tricks for Image Classification with Convolutional Neural Networks
CVPR 2019
Learning to Generate Synthetic Data via Compositing
CVPR 2019
Soft Contextual Data Augmentation for Neural Machine Translation
ACL 2019
Normalizing Non-canonical Turkish Texts Using Machine Translation Approaches
ACL 2019
Artificial Error Generation with Fluency Filtering
ACL 2019
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