Python 100 Jupyter Notebook 12 Roff 1 Shell 1

Table of Contents 112 Beyond Vision 81 Self-Supervised Learning 53 Training Paradigms 47 CV Downstream Tasks 38 Survey 31 Analysis and Theorem 24 Fundermental Methods 5 Related Project 4 Mixup for Self-supervised Learning 3 Introduction 3 Related Datasets Link 3 Benchmark 2 Natural Language Processing 2 Contribution 2 Mixup for Robustness 1 Mixup for Multi-modality 1 Mixup for Semi-supervised Learning 1

Sample Mixup Policies in SL 81 **Other** 73 **Contrastive Learning** 31 Label Mixup Methods 27 **NLP** 22 Semi-Supervised Learning 18 **Segmentation** 17 **3D Point** 15 **Domain Adaption** 14 **GNN** 14 **Adversarial Attack and Adversarial Training** 11 **Federated Learning** 11 **Regression** 11 **Attention Score** 10 **Multi-Modal** 9 Classification Results on Datasets 6 **Object Detection** 6 **Optimizing Mixing Ratio** 5 **Area-based** 5 **Optimizing Calibration** 5 **Long tail distribution** 4 **Masked Image Modeling** 4 Sample Mixup Methods 3 **Saliency Token** 3 **Knowledge Distillation** 2 **Loss Object** 2 **Generating Label** 1

data-augmentation 14 mixup 14 deep-learning 14 pytorch 11 machine-learning 8 contrastive-learning 8 representation-learning 6 self-supervised-learning 6 computer-vision 5 augmentation 5 imagenet 5 image-classification 4 masked-image-modeling 3 unsupervised-learning 3 segmentation 3 data-augmentations 3 data-generation 3 vision-transformer 3 nlp 3 cutmix 3 semisupervised-learning 3 regularization 3 robustness 2 dataaugmentation 2 image-augmentation 2 mix-up 2 nlp-augmentation 2 awesome-mixup 2 natural-language-processing 2 transformer 2 semi-supervised-learning 2 lidar 2 object-detection 2 graph-self-supervised-learning 2 point-cloud 2 benchmark 2 transfer-learning 2 reinforcement-learning 2 vision-language 1 pretraining 1 multimodal 1 data-efficiency 1 regression 1 ranking-algorithms 1 neurips-2023 1 neurips 1 continuity 1 medical-image-analysis 1 deep-neural-networks 1 icml2019 1