Python 102 Jupyter Notebook 12 C++ 1 Roff 1 Shell 1

Beyond Vision 114 Table of Contents 113 Training Paradigms 80 Survey 64 Self-Supervised Learning 53 CV Downstream Tasks 38 Analysis and Theorem 24 Fundermental Methods 5 Related Project 4 Mixup for Self-supervised Learning 3 Introduction 3 Related Datasets Link 3 Natural Language Processing 2 Contribution 2 Benchmark 2 Mixup for Robustness 1 Mixup for Multi-modality 1 Mixup for Semi-supervised Learning 1

**Other** 106 Sample Mixup Policies in SL 82 **3D Point** 48 **Federated Learning** 44 **Contrastive Learning** 31 Label Mixup Methods 27 **NLP** 22 Semi-Supervised Learning 18 **Segmentation** 17 **Domain Adaption** 14 **GNN** 14 **Adversarial Attack and Adversarial Training** 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

deep-learning 15 data-augmentation 14 mixup 14 pytorch 12 contrastive-learning 8 machine-learning 8 representation-learning 6 computer-vision 6 self-supervised-learning 6 imagenet 6 augmentation 5 image-classification 4 regularization 3 cutmix 3 semisupervised-learning 3 vision-transformer 3 masked-image-modeling 3 segmentation 3 nlp 3 unsupervised-learning 3 data-generation 3 data-augmentations 3 transformer 2 mix-up 2 lidar 2 image-augmentation 2 object-detection 2 point-cloud 2 classification 2 convolutional-neural-networks 2 reinforcement-learning 2 natural-language-processing 2 nlp-augmentation 2 graph-self-supervised-learning 2 cars196 2 awesome-mixup 2 benchmark 2 semi-supervised-learning 2 robustness 2 transfer-learning 2 dataaugmentation 2 neurips 1 continuity 1 cifar-100 1 knn-classification 1 linear-probing 1 medical-image-analysis 1 simclr 1 stl-10 1 tiny-imagenet 1