← Application Areas
Machine Learning › Application Areas ›

Data Augmentation

3622 directly classified papers

Papers per year

Papers

RankMix: Data Augmentation for Weakly Supervised Learning of Classifying Whole Slide Images With Diverse Sizes and Imbalanced Categories CVPR 2023
AUGUST: an Automatic Generation Understudy for Synthesizing Conversational Recommendation Datasets ACL 2023
Investigating Lexical Replacements for Arabic-English Code-Switched Data Augmentation EACL 2023
Multi2Claim: Generating Scientific Claims from Multi-Choice Questions for Scientific Fact-Checking EACL 2023
An Empirical Comparison of LM-based Question and Answer Generation Methods ACL 2023
DataFinder: Scientific Dataset Recommendation from Natural Language Descriptions ACL 2023
Phase perturbation improves channel robustness for speech spoofing countermeasures INTERSPEECH 2023
Small Data, Big Impact: Leveraging Minimal Data for Effective Machine Translation ACL 2023
Deep Learning on a Healthy Data Diet: Finding Important Examples for Fairness AAAI 2023
A Pipeline to Evaluate the Effects of Noise on Machine Learning Detection of Laryngeal Cancer INTERSPEECH 2023
Meta-Tuning Loss Functions and Data Augmentation for Few-Shot Object Detection CVPR 2023
Training Models on Oversampled Data and a Novel Multi-class Annotation Scheme for Dementia Detection ACL 2023
I See-Through You: A Framework for Removing Foreground Occlusion in Both Sparse and Dense Light Field Images WACV 2023
Auditing and Robustifying COVID-19 Misinformation Datasets via Anticontent Sampling AAAI 2023
CleanUNet 2: A Hybrid Speech Denoising Model on Waveform and Spectrogram INTERSPEECH 2023
SigMoreFun Submission to the SIGMORPHON Shared Task on Interlinear Glossing ACL 2023
SinaAI at SemEval-2023 Task 3: A Multilingual Transformer Language Model-based Approach for the Detection of News Genre, Framing and Persuasion Techniques ACL 2023
NAP at SemEval-2023 Task 3: Is Less Really More? (Back-)Translation as Data Augmentation Strategies for Detecting Persuasion Techniques ACL 2023
Improving Robotic Tactile Localization Super-resolution via Spatiotemporal Continuity Learning and Overlapping Air Chambers AAAI 2023
Ask Language Model to Clean Your Noisy Translation Data EMNLP 2023
Infinite Photorealistic Worlds Using Procedural Generation CVPR 2023
Lon-eå at SemEval-2023 Task 11: A Comparison of Activation Functions for Soft and Hard Label Prediction ACL 2023
HULAT at SemEval-2023 Task 10: Data Augmentation for Pre-trained Transformers Applied to the Detection of Sexism in Social Media ACL 2023
HULAT at SemEval-2023 Task 9: Data Augmentation for Pre-trained Transformers Applied to Multilingual Tweet Intimacy Analysis ACL 2023
Mr-Fosdick at SemEval-2023 Task 5: Comparing Dataset Expansion Techniques for Non-Transformer and Transformer Models: Improving Model Performance through Data Augmentation ACL 2023