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mixup augmentation

20 papers

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Also known as

MIXUP

Co-occurring keywords

data augmentation (3052) neural network (6616) object detection (2762) adversarial robustness (1341) image classification (1944) representation learning (6206) predictive distribution (39) confidence estimation (167) deep ensemble (52) mixup training (16)

Papers

Semi-Supervised Regression by Preserving Ranking Relationships Between Close Unlabeled Samples AAAI 2026
Data-Agnostic Augmentations for Unknown Variations: Out-of-Distribution Generalisation in MRI Segmentation MIDL 2025
IntraMix: Intra-Class Mixup Generation for Accurate Labels and Neighbors NIPS 2024
Posterior Uncertainty Quantification in Neural Networks using Data Augmentation AISTATS 2024
ICON: Improving Inter-Report Consistency in Radiology Report Generation via Lesion-aware Mixup Augmentation EMNLP 2024
Saliency-Aware Interpolative Augmentation for Multimodal Financial Prediction COLING 2024
RankMixup: Ranking-Based Mixup Training for Network Calibration ICCV 2023
Localized Semantic Feature Mixers for Efficient Pedestrian Detection in Autonomous Driving CVPR 2023
Global and Local Mixture Consistency Cumulative Learning for Long-Tailed Visual Recognitions CVPR 2023
Neighborhood Mixup Experience Replay: Local Convex Interpolation for Improved Sample Efficiency in Continuous Control Tasks L4DC 2022
Synergy with Translation Artifacts for Training and Inference in Multilingual Tasks EMNLP 2022
TreeMix: Compositional Constituency-based Data Augmentation for Natural Language Understanding NAACL 2022
CycleMix: A Holistic Strategy for Medical Image Segmentation From Scribble Supervision CVPR 2022
Mixup regularization strategies for spoofing countermeasure system INTERSPEECH 2022
TransMix: Attend To Mix for Vision Transformers CVPR 2022
SelfReg: Self-Supervised Contrastive Regularization for Domain Generalization ICCV 2021
StyleMix: Separating Content and Style for Enhanced Data Augmentation CVPR 2021
InstaHide: Instance-hiding Schemes for Private Distributed Learning ICML 2020
Puzzle Mix: Exploiting Saliency and Local Statistics for Optimal Mixup ICML 2020
MixUp as Locally Linear Out-of-Manifold Regularization AAAI 2019