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data augmentation

3052 papers

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DA

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text classification (6793) large language model (13587) transfer learning (5449) semi-supervised learning (2341) few-shot learning (3398) domain adaptation (4595) machine translation (2499) image classification (1944) language model (4599) low-resource language (2273)

Papers

MuMuQA: Multimedia Multi-Hop News Question Answering via Cross-Media Knowledge Extraction and Grounding AAAI 2022
SAS: Self-Augmentation Strategy for Language Model Pre-training AAAI 2022
Counterfactual Interpolation Augmentation (CIA): A Unified Approach to Enhance Fairness and Explainability of DNN IJCAI 2022
Information Augmentation for Few-shot Node Classification IJCAI 2022
Exploring Geometric Consistency for Monocular 3D Object Detection CVPR 2022
PixMix: Dreamlike Pictures Comprehensively Improve Safety Measures CVPR 2022
Semi-Supervised Few-Shot Learning via Multi-Factor Clustering CVPR 2022
ST++: Make Self-Training Work Better for Semi-Supervised Semantic Segmentation CVPR 2022
SIMBAR: Single Image-Based Scene Relighting for Effective Data Augmentation for Automated Driving Vision Tasks CVPR 2022
Cross-Domain Adaptive Teacher for Object Detection CVPR 2022
MUM: Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object Detection CVPR 2022
Commonality in Natural Images Rescues GANs: Pretraining GANs With Generic and Privacy-Free Synthetic Data CVPR 2022
Rethinking the Augmentation Module in Contrastive Learning: Learning Hierarchical Augmentation Invariance With Expanded Views CVPR 2022
Distillation Using Oracle Queries for Transformer-Based Human-Object Interaction Detection CVPR 2022
Pyramid Adversarial Training Improves ViT Performance CVPR 2022
Equivariance versus Augmentation for Spherical Images ICML 2022
Plug-In Inversion: Model-Agnostic Inversion for Vision with Data Augmentations ICML 2022
Pure Noise to the Rescue of Insufficient Data: Improving Imbalanced Classification by Training on Random Noise Images ICML 2022
Fighting Fire with Fire: Avoiding DNN Shortcuts through Priming ICML 2022
Understanding Robust Overfitting of Adversarial Training and Beyond ICML 2022
GenLabel: Mixup Relabeling using Generative Models ICML 2022
CLASP: Few-Shot Cross-Lingual Data Augmentation for Semantic Parsing AACL 2022
RUG-1-Pegasussers at SemEval-2022 Task 3: Data Generation Methods to Improve Recognizing Appropriate Taxonomic Word Relations SEMEVAL 2022
JCT at SemEval-2022 Task 4-A: Patronism Detection in Posts Written in English using Preprocessing Methods and various Machine Leaerning Methods SEMEVAL 2022
ContextGen: Targeted Data Generation for Low Resource Domain Specific Text Classification AISTATS 2022