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data augmentation

3037 papers

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Also known as

DA-MCMC DADA DA TTA ADA EDA

Co-occurring keywords

text classification (6776) large language model (12755) transfer learning (5442) semi-supervised learning (2331) few-shot learning (3390) domain adaptation (4578) machine translation (2472) image classification (1943) language model (4573) low-resource language (2234)

Papers

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
Let There Be a Clock on the Beach: Reducing Object Hallucination in Image Captioning WACV 2022
Self-Supervised Generative Style Transfer for One-Shot Medical Image Segmentation WACV 2022
Detecting Tear Gas Canisters With Limited Training Data WACV 2022
Improving Model Generalization by Agreement of Learned Representations From Data Augmentation WACV 2022
Data Augmented 3D Semantic Scene Completion With 2D Segmentation Priors WACV 2022
Addressing Limitations of Encoder-Decoder Based Approach to Text-to-SQL COLING 2022
Unregulated Chinese-to-English Data Expansion Does NOT Work for Neural Event Detection COLING 2022
Transfer Learning for Robust Low-Resource Children's Speech ASR with Transformers and Source-Filter Warping INTERSPEECH 2022
Improved Consistency Training for Semi-Supervised Sequence-to-Sequence ASR via Speech Chain Reconstruction and Self-Transcribing INTERSPEECH 2022
InterAug: Augmenting Noisy Intermediate Predictions for CTC-based ASR INTERSPEECH 2022
Prompt-based Pre-trained Model for Personality and Interpersonal Reactivity Prediction ACL 2022
Data Augmentation for Biomedical Factoid Question Answering ACL 2022
OCR Improves Machine Translation for Low-Resource Languages ACL 2022
Continual Few-shot Relation Learning via Embedding Space Regularization and Data Augmentation ACL 2022
Identifying Chinese Opinion Expressions with Extremely-Noisy Crowdsourcing Annotations ACL 2022