Data Augmentation

AutoDropout: Learning Dropout Patterns to Regularize Deep Networks AAAI 2021 AutoFlow: Learning a Better Training Set for Optical Flow CVPR 2021 Automatic Data Augmentation for Generalization in Reinforcement Learning NeurIPS 2021 Automating Claim Construction in Patent Applications: The CMUmine Dataset EMNLP 2021 AutoSampling: Search for Effective Data Sampling Schedules ICML 2021 Bag of Tricks for Long-Tailed Visual Recognition with Deep Convolutional Neural Networks AAAI 2021 BERT Goes Brrr: A Venture Towards the Lesser Error in Classifying Medical Self-Reporters on Twitter NAACL 2021 Beyond Grammatical Error Correction: Improving L1-influenced research writing in English using pre-trained encoder-decoder models EMNLP 2021 BiaSwap: Removing Dataset Bias With Bias-Tailored Swapping Augmentation ICCV 2021 BME Submission for SIGMORPHON 2021 Shared Task 0. A Three Step Training Approach with Data Augmentation for Morphological Inflection ACL 2021 Boosting Multi-task Learning Through Combination of Task Labels - with Applications in ECG Phenotyping AAAI 2021 Bootstrap Your Object Detector via Mixed Training NeurIPS 2021 BOUN at SemEval-2021 Task 9: Text Augmentation Techniques for Fact Verification in Tabular Data SemEval 2021 C2C-GenDA: Cluster-to-Cluster Generation for Data Augmentation of Slot Filling AAAI 2021 CAiRE in DialDoc21: Data Augmentation for Information Seeking Dialogue System ACL 2021 Cambridge at SemEval-2021 Task 2: Neural WiC-Model with Data Augmentation and Exploration of Representation SemEval 2021 Camera Pose Matters: Improving Depth Prediction by Mitigating Pose Distribution Bias CVPR 2021 Can Question Generation Debias Question Answering Models? A Case Study on Question–Context Lexical Overlap EMNLP 2021 Can vectors read minds better than experts? Comparing data augmentation strategies for the automated scoring of children’s mindreading ability ACL 2021 Can We Improve Model Robustness through Secondary Attribute Counterfactuals? EMNLP 2021 Causal Augmentation for Causal Sentence Classification EMNLP 2021 ChainCQG: Flow-Aware Conversational Question Generation EACL 2021 Changing the World by Changing the Data ACL 2021 CIT-GAN: Cyclic Image Translation Generative Adversarial Network With Application in Iris Presentation Attack Detection WACV 2021 Classification of COVID-19 from Cough Using Autoregressive Predictive Coding Pretraining and Spectral Data Augmentation Interspeech 2021