← Application Areas
Machine Learning › Application Areas ›

Data Augmentation

3622 directly classified papers

Papers per year

Papers

Robust Scene Text Detection via Learnable Scene Transformations ACML 2022
Selective Pseudo-labeling and Class-wise Discriminative Fusion for Sound Event Detection INTERSPEECH 2022
Novel Augmentation Schemes for Device Robust Acoustic Scene Classification INTERSPEECH 2022
Text Augmentation in a Multi-Task View EACL 2021
RockNER: A Simple Method to Create Adversarial Examples for Evaluating the Robustness of Named Entity Recognition Models EMNLP 2021
Vision-Language Navigation With Random Environmental Mixup ICCV 2021
Explainable Prediction of Text Complexity: The Missing Preliminaries for Text Simplification ACL 2021
Split then Refine: Stacked Attention-guided ResUNets for Blind Single Image Visible Watermark Removal AAAI 2021
Generative Semi-supervised Learning for Multivariate Time Series Imputation AAAI 2021
VL-BERT+: Detecting Protected Groups in Hateful Multimodal Memes ACL 2021
NLPIITR at SemEval-2021 Task 6: RoBERTa Model with Data Augmentation for Persuasion Techniques Detection IJCNLP 2021
Unleash GPT-2 Power for Event Detection ACL 2021
Compositional Data and Task Augmentation for Instruction Following EMNLP 2021
Camera Pose Matters: Improving Depth Prediction by Mitigating Pose Distribution Bias CVPR 2021
HintedBT: Augmenting Back-Translation with Quality and Transliteration Hints EMNLP 2021
GPT3Mix: Leveraging Large-scale Language Models for Text Augmentation EMNLP 2021
Medically Aware GPT-3 as a Data Generator for Medical Dialogue Summarization MLHC 2021
Data augmentation for low-resource grapheme-to-phoneme mapping ACL 2021
Bootstrap Your Object Detector via Mixed Training NIPS 2021
Contrast and Classify: Training Robust VQA Models ICCV 2021
Class-Incremental Learning via Dual Augmentation NIPS 2021
Virtual Data Augmentation: A Robust and General Framework for Fine-tuning Pre-trained Models EMNLP 2021
Mask Guided Matting via Progressive Refinement Network CVPR 2021
Defense against Synonym Substitution-based Adversarial Attacks via Dirichlet Neighborhood Ensemble ACL 2021
PoseAug: A Differentiable Pose Augmentation Framework for 3D Human Pose Estimation CVPR 2021