Faster AutoAugment: Learning Augmentation Strategies using Backpropagation

European Conference on Computer Vision (ECCV), 2019

16 November 2019

Papers citing "Faster AutoAugment: Learning Augmentation Strategies using Backpropagation"

50 / 99 papers shown

Title
Sample-aware RandAugment: Search-free Automatic Data Augmentation for Effective Image Recognition Anqi Xiao Weichen Yu Hongyuan Yu 92 1 0 11 Aug 2025
Optimizing Data Augmentation through Bayesian Model Selection Madi Matymov Ba-Hien Tran Michael Kampffmeyer Markus Heinonen Maurizio Filippone 249 1 0 27 May 2025
IMPROVE: Iterative Model Pipeline Refinement and Optimization Leveraging LLM Experts Eric Xue Zeyi Huang Zeyi Huang Haohan Wang Yong Jae Lee 378 1 0 25 Feb 2025
Test-Time Augmentation Meets Variational Bayes Masanari Kimura Howard Bondell OOD BDL TDI 263 2 0 19 Sep 2024
FreeAugment: Data Augmentation Search Across All Degrees of FreedomEuropean Conference on Computer Vision (ECCV), 2024 Tom Bekor Niv Nayman Lihi Zelnik-Manor ViT 218 2 0 07 Sep 2024
SUMix: Mixup with Semantic and Uncertain Information Huafeng Qin Xin Jin Hongyu Zhu Hongchao Liao M. El-Yacoubi Xinbo Gao UQCV 325 14 0 10 Jul 2024
DDA: Dimensionality Driven Augmentation Search for Contrastive Learning in Laparoscopic Surgery Yuning Zhou H. Badgery Matthew Read James Bailey Catherine E. Davey 177 2 0 03 Jun 2024
AdaAugment: A Tuning-Free and Adaptive Approach to Enhance Data AugmentationIEEE Transactions on Image Processing (TIP), 2024 Suorong Yang Peijia Li Xin Xiong Shen Furao Furao Shen 365 9 0 19 May 2024
KeepOriginalAugment: Single Image-based Better Information-Preserving Data Augmentation ApproachArtificial Intelligence Applications and Innovations (AIAI), 2024 Teerath Kumar Alessandra Mileo Malika Bendechache AAML 296 6 0 10 May 2024
CAAP: Class-Dependent Automatic Data Augmentation Based On Adaptive Policies For Time Series Tien-Yu Chang Hao Dai Vincent S. Tseng AI4TS 170 0 0 01 Apr 2024
Automated data processing and feature engineering for deep learning and big data applications: a surveyJournal of Information and Intelligence (JII), 2024 A. Mumuni F. Mumuni TPM 248 123 0 18 Mar 2024
Data augmentation with automated machine learning: approaches and performance comparison with classical data augmentation methodsKnowledge and Information Systems (KAIS), 2024 A. Mumuni F. Mumuni 351 14 0 13 Mar 2024
Boosting Semi-Supervised 2D Human Pose Estimation by Revisiting Data Augmentation and Consistency Training Huayi Zhou Mukun Luo Fei Jiang Yue Ding Hongtao Lu Kui Jia 418 0 0 18 Feb 2024
Parametric Augmentation for Time Series Contrastive Learning Xu Zheng Tianchun Wang Wei Cheng Aitian Ma Haifeng Chen Mo Sha Dongsheng Luo AI4TS 210 25 0 16 Feb 2024
Understanding Test-Time Augmentation Masanari Kimura ViT 150 49 0 10 Feb 2024
Adversarial Augmentation Training Makes Action Recognition Models More Robust to Realistic Video Distribution ShiftsInternational Conferences on Pattern Recognition and Artificial Intelligence (ICCPRAI), 2024 Kiyoon Kim Shreyank N. Gowda Panagiotis Eustratiadis Antreas Antoniou Robert B Fisher 338 2 0 21 Jan 2024
AutoFT: Learning an Objective for Robust Fine-Tuning Caroline Choi Yoonho Lee Annie S. Chen Allan Zhou Aditi Raghunathan Chelsea Finn OOD 317 1 0 18 Jan 2024
AutoAugment Input Transformation for Highly Transferable Targeted Attacks Haobo Lu Xin Liu Kun He AAML 215 0 0 21 Dec 2023
Towards Automatic Data Augmentation for Disordered Speech RecognitionIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 Zengrui Jin Xurong Xie Tianzi Wang Mengzhe Geng Jiajun Deng Guinan Li Shujie Hu Xunying Liu 164 7 0 14 Dec 2023
Understanding the Detrimental Class-level Effects of Data Augmentation Polina Kirichenko Mark Ibrahim Randall Balestriero Diane Bouchacourt Ramakrishna Vedantam Hamed Firooz Andrew Gordon Wilson 278 17 0 07 Dec 2023
DualAug: Exploiting Additional Heavy Augmentation with OOD Data Rejection Zehao Wang Yiwen Guo Qizhang Li Guanglei Yang Wangmeng Zuo 198 2 0 12 Oct 2023
Domain Generalization by Rejecting Extreme AugmentationsIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023 Masih Aminbeidokhti F. Guerrero-Peña H. R. Medeiros Thomas Dubail Eric Granger M. Pedersoli ViT 188 8 0 10 Oct 2023
Targeted Image Data Augmentation Increases Basic Skills Captioning RobustnessIEEE Games Entertainment Media Conference (IEEE GEM), 2023 Valentin Barriere Felipe del Rio Andres Carvallo De Ferari Carlos Aspillaga Eugenio Herrera-Berg Cristian Buc Calderon DiffM 220 0 0 27 Sep 2023
Differentiable JPEG: The Devil is in the DetailsIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023 Christoph Reich Biplob K. Debnath Deep Patel S. Chakradhar DiffM 251 19 0 13 Sep 2023
When to Learn What: Model-Adaptive Data Augmentation CurriculumIEEE International Conference on Computer Vision (ICCV), 2023 Chengkai Hou Jieyu Zhang Wanrong Zhu 203 21 0 09 Sep 2023
Automatic Data Augmentation Learning using Bilevel Optimization for Histopathological Images Saypraseuth Mounsaveng I. Laradji David Vázquez M. Pedersoli Ismail Ben Ayed OOD 135 1 0 21 Jul 2023
SLACK: Stable Learning of Augmentations with Cold-start and KL regularizationComputer Vision and Pattern Recognition (CVPR), 2023 Juliette Marrie Michael Arbel Diane Larlus Julien Mairal OffRL 143 6 0 16 Jun 2023
AROID: Improving Adversarial Robustness through Online Instance-wise Data AugmentationInternational Journal of Computer Vision (IJCV), 2023 Lin Li Jianing Qiu Michael W. Spratling AAML 148 8 0 12 Jun 2023
Unsupervised augmentation optimization for few-shot medical image segmentation Quan Quan Shang Zhao Qingsong Yao Heqin Zhu S. Kevin Zhou 230 1 0 08 Jun 2023
Revisiting Data Augmentation in Model Compression: An Empirical and Comprehensive StudyIEEE International Joint Conference on Neural Network (IJCNN), 2023 Muzhou Yu Linfeng Zhang Kaisheng Ma 188 2 0 22 May 2023
LatentAugment: Dynamically Optimized Latent Probabilities of Data Augmentation K. Kuriyama 127 2 0 04 May 2023
LA3: Efficient Label-Aware AutoAugmentEuropean Conference on Computer Vision (ECCV), 2023 Mingjun Zhao Sha Lu Zixuan Wang Xiaoli Wang Di Niu 172 1 0 20 Apr 2023
Adaptive Data Augmentation for Contrastive LearningIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 Yu-Hui Zhang He Zhu Shan Yu 186 9 0 05 Apr 2023
Principles of Forgetting in Domain-Incremental Semantic Segmentation in Adverse Weather ConditionsComputer Vision and Pattern Recognition (CVPR), 2023 Tobias Kalb Jürgen Beyerer CLL 244 6 0 24 Mar 2023
Time Series Contrastive Learning with Information-Aware AugmentationsAAAI Conference on Artificial Intelligence (AAAI), 2023 Dongsheng Luo Wei Cheng Yingheng Wang Dongkuan Xu Jingchao Ni ... Xuchao Zhang Yanchi Liu Yuncong Chen Haifeng Chen Xiang Zhang AI4TS 121 102 0 21 Mar 2023
CUDA: Curriculum of Data Augmentation for Long-Tailed RecognitionInternational Conference on Learning Representations (ICLR), 2023 Sumyeong Ahn Jongwoo Ko Se-Young Yun 230 43 0 10 Feb 2023
On Implicit Bias in Overparameterized Bilevel OptimizationInternational Conference on Machine Learning (ICML), 2022 Paul Vicol Jon Lorraine Fabian Pedregosa David Duvenaud Roger C. Grosse AI4CE 242 45 0 28 Dec 2022
Meta-Learning for Color-to-Infrared Cross-Modal Style TransferIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Evelyn A. Stump Francesco Luzi L. Collins Jordan M. Malof 199 1 0 24 Dec 2022
RangeAugment: Efficient Online Augmentation with Range Learning Sachin Mehta Saeid Naderiparizi Fartash Faghri Maxwell Horton Lailin Chen Ali Farhadi Oncel Tuzel Mohammad Rastegari 135 7 0 20 Dec 2022
Dynamic Test-Time Augmentation via Differentiable FunctionsIEEE Access (IEEE Access), 2022 Shohei Enomoto Monikka Roslianna Busto Takeharu Eda OOD 333 7 0 09 Dec 2022
Local Magnification for Data and Feature Augmentation Kun He Chang-rui Liu Stephen Lin John E. Hopcroft 158 2 0 15 Nov 2022
Cold Start Streaming Learning for Deep Networks Cameron R. Wolfe Anastasios Kyrillidis CLL 164 3 0 09 Nov 2022
Automatic Data Augmentation via Invariance-Constrained LearningInternational Conference on Machine Learning (ICML), 2022 Ignacio Hounie Luiz F. O. Chamon Alejandro Ribeiro 310 17 0 29 Sep 2022
Auto Machine Learning for Medical Image Analysis by Unifying the Search on Data Augmentation and Neural Architecture Jianwei Zhang Dong Li Lituan Wang Lei Zhang 143 2 0 21 Jul 2022
Universal Adaptive Data AugmentationInternational Joint Conference on Artificial Intelligence (IJCAI), 2022 Xiaohan Li Hengshuang Zhao 90 6 0 14 Jul 2022
A Survey of Automated Data Augmentation Algorithms for Deep Learning-based Image Classification TasksKnowledge and Information Systems (KAIS), 2022 Z. Yang Richard Sinnott James Bailey Qiuhong Ke 215 56 0 14 Jun 2022
Masked Autoencoders are Robust Data Augmentors Haohang Xu Shuangrui Ding Xiaopeng Zhang H. Xiong 325 30 0 10 Jun 2022
Learning Instance-Specific Augmentations by Capturing Local InvariancesInternational Conference on Machine Learning (ICML), 2022 Ning Miao Tom Rainforth Emile Mathieu Yann Dubois Yee Whye Teh Adam Foster Hyunjik Kim 423 14 0 31 May 2022
ReSmooth: Detecting and Utilizing OOD Samples when Training with Data AugmentationIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022 Chenyang Wang Junjun Jiang Xiong Zhou Xianming Liu 173 6 0 25 May 2022
A Comprehensive Survey of Image Augmentation Techniques for Deep LearningPattern Recognition (Pattern Recogn.), 2022 Mingle Xu Sook Yoon A. Fuentes D. Park VLM 301 528 0 03 May 2022