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Data Augmentation

3,622 papers

Papers per year

Papers

PixMix: Dreamlike Pictures Comprehensively Improve Safety Measures CVPR 2022
Directional Self-Supervised Learning for Heavy Image Augmentations CVPR 2022
Replacing Labeled Real-Image Datasets With Auto-Generated Contours CVPR 2022
SimVQA: Exploring Simulated Environments for Visual Question Answering CVPR 2022
Primitive3D: 3D Object Dataset Synthesis From Randomly Assembled Primitives CVPR 2022
Learning sRGB-to-Raw-RGB De-Rendering With Content-Aware Metadata CVPR 2022
MotionAug: Augmentation With Physical Correction for Human Motion Prediction CVPR 2022
AIM: An Auto-Augmenter for Images and Meshes CVPR 2022
A Simple Data Mixing Prior for Improving Self-Supervised Learning CVPR 2022
The Majority Can Help the Minority: Context-Rich Minority Oversampling for Long-Tailed Classification CVPR 2022
AlignMixup: Improving Representations by Interpolating Aligned Features CVPR 2022
Boosting Robustness of Image Matting With Context Assembling and Strong Data Augmentation CVPR 2022
BigDatasetGAN: Synthesizing ImageNet With Pixel-Wise Annotations CVPR 2022
TeachAugment: Data Augmentation Optimization Using Teacher Knowledge CVPR 2022
Feature Statistics Mixing Regularization for Generative Adversarial Networks CVPR 2022
Geometric and Textural Augmentation for Domain Gap Reduction CVPR 2022
GCR: Gradient Coreset Based Replay Buffer Selection for Continual Learning CVPR 2022
SIMBAR: Single Image-Based Scene Relighting for Effective Data Augmentation for Automated Driving Vision Tasks CVPR 2022
TransMix: Attend To Mix for Vision Transformers CVPR 2022
MUM: Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object Detection CVPR 2022
Kubric: A Scalable Dataset Generator CVPR 2022
3D Common Corruptions and Data Augmentation CVPR 2022
Aug-NeRF: Training Stronger Neural Radiance Fields With Triple-Level Physically-Grounded Augmentations CVPR 2022
Day-to-Night Image Synthesis for Training Nighttime Neural ISPs CVPR 2022
DropMix: A Textual Data Augmentation Combining Dropout with Mixup EMNLP 2022