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Data Augmentation
434 directly classified papers
Papers per year
2014: 1
2016: 2
2017: 6
2018: 11
2019: 34
2020: 57
2021: 74
2022: 70
2023: 58
2024: 74
2025: 44
2026: 3
Papers
The Origins and Prevalence of Texture Bias in Convolutional Neural Networks
NIPS 2020
Improving Auto-Augment via Augmentation-Wise Weight Sharing
NIPS 2020
Diversifying Dialogue Generation with Non-Conversational Text
ACL 2020
Good-Enough Compositional Data Augmentation
ACL 2020
Augmenting Data for Sarcasm Detection with Unlabeled Conversation Context
ACL 2020
OPPO’s Machine Translation System for the IWSLT 2020 Open Domain Translation Task
ACL 2020
How to Tame Your Data: Data Augmentation for Dialog State Tracking
ACL 2020
Data Augmentation for Training Dialog Models Robust to Speech Recognition Errors
ACL 2020
Learning Augmentation Network via Influence Functions
CVPR 2020
Learn to Augment: Joint Data Augmentation and Network Optimization for Text Recognition
CVPR 2020
Pathological Retinal Region Segmentation From OCT Images Using Geometric Relation Based Augmentation
CVPR 2020
Cascaded Deep Monocular 3D Human Pose Estimation With Evolutionary Training Data
CVPR 2020
PointAugment: An Auto-Augmentation Framework for Point Cloud Classification
CVPR 2020
DeepPaperComposer: A Simple Solution for Training Data Preparation for Parsing Research Papers
EMNLP 2020
Rethinking Data Augmentation for Image Super-resolution: A Comprehensive Analysis and a New Strategy
CVPR 2020
Boosting Neural Machine Translation with Similar Translations
ACL 2020
Whisper Augmented End-to-End/Hybrid Speech Recognition System — CycleGAN Approach
INTERSPEECH 2020
SpecSwap: A Simple Data Augmentation Method for End-to-End Speech Recognition
INTERSPEECH 2020
Stochastic Batch Augmentation with An Effective Distilled Dynamic Soft Label Regularizer
IJCAI 2020
Syntactic Data Augmentation Increases Robustness to Inference Heuristics
ACL 2020
Parallel Data Augmentation for Formality Style Transfer
ACL 2020
Does Multi-Encoder Help? A Case Study on Context-Aware Neural Machine Translation
ACL 2020
Conditional Augmentation for Aspect Term Extraction via Masked Sequence-to-Sequence Generation
ACL 2020
Generate, Segment, and Refine: Towards Generic Manipulation Segmentation
AAAI 2020
Random Erasing Data Augmentation
AAAI 2020
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