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Style Augmentation: Data Augmentation via Style Randomization

14 September 2018

Philip T. G. Jackson

Amir Atapour-Abarghouei

Papers citing "Style Augmentation: Data Augmentation via Style Randomization"

40 / 40 papers shown

Title
Data Augmentation Through Random Style Replacement Qikai Yang Cheng Ji Huaiying Luo Panfeng Li Zhicheng Ding 101 8 0 14 Apr 2025
SiameseDuo++: Active Learning from Data Streams with Dual Augmented Siamese Networks Kleanthis Malialis S. Filippou C. Panayiotou Marios M. Polycarpou AI4TS 63 0 0 06 Apr 2025
ODYSSEE: Oyster Detection Yielded by Sensor Systems on Edge Electronics Xiaomin Lin Vivek Mange Arjun Suresh Bernhard Neuberger Aadi Palnitkar ... Alhim Vera Markus Vincze Ioannis Rekleitis Herbert G. Tanner Yiannis Aloimonos 126 3 0 11 Sep 2024
Learning to Adapt CLIP for Few-Shot Monocular Depth Estimation Xue-mei Hu Ce Zhang Yi Zhang Bowen Hai Ke Yu Zhihai He MDE VLM 98 18 0 02 Nov 2023
WSAM: Visual Explanations from Style Augmentation as Adversarial Attacker and Their Influence in Image Classification Felipe Moreno-Vera E. Medina Jorge Poco 36 2 0 29 Aug 2023
Improving the Transferability of Adversarial Examples with Arbitrary Style Transfer Zhijin Ge Fanhua Shang Hongying Liu Yuanyuan Liu Liang Wan Wei Feng Xiaosen Wang AAML 94 19 0 21 Aug 2023
A Survey on Deep Learning-Based Monocular Spacecraft Pose Estimation: Current State, Limitations and Prospects Leo Pauly Wassim Rharbaoui Carl Shneider A. Rathinam Vincent Gaudillière Djamila Aouada 90 51 0 12 May 2023
Physical Knowledge Enhanced Deep Neural Network for Sea Surface Temperature Prediction Yuxin Meng Feng Gao Eric Rigall Ran Dong Junyu Dong Q. Du 66 20 0 19 Apr 2023
6D Object Pose Estimation from Approximate 3D Models for Orbital Robotics Maximilian Ulmer M. Durner M. Sundermeyer Manuel Stoiber Rudolph Triebel 139 10 0 23 Mar 2023
Tackling Data Bias in Painting Classification with Style Transfer Mridula Vijendran Frederick W. B. Li Hubert P. H. Shum 151 3 0 06 Jan 2023
Bridging the Domain Gap in Satellite Pose Estimation: a Self-Training Approach based on Geometrical Constraints Zi Wang Minglin Chen Yulan Guo Zhang Li Qifeng Yu 71 33 0 23 Dec 2022
StyleFlow: Disentangle Latent Representations via Normalizing Flow for Unsupervised Text Style Transfer Kangchen Zhu Zhiliang Tian Ruifeng Luo Xiaoguang Mao OOD 105 3 0 19 Dec 2022
Style Augmentation improves Medical Image Segmentation Kévin Ginsburger 91 0 0 02 Nov 2022
Learning Less Generalizable Patterns with an Asymmetrically Trained Double Classifier for Better Test-Time Adaptation Thomas Duboudin Emmanuel Dellandrea Corentin Abgrall Gilles Hénaff Limin Chen TTA 78 2 0 17 Oct 2022
Federated Domain Generalization for Image Recognition via Cross-Client Style Transfer Junming Chen Meirui Jiang Qianming Dou Qifeng Chen FedML OOD 81 47 0 03 Oct 2022
MaxStyle: Adversarial Style Composition for Robust Medical Image Segmentation Chong Chen Zeju Li Cheng Ouyang Matthew Sinclair Wenjia Bai Daniel Rueckert OOD 106 32 0 02 Jun 2022
A Comprehensive Survey of Image Augmentation Techniques for Deep Learning Mingle Xu Sook Yoon A. Fuentes D. Park VLM 126 432 0 03 May 2022
EnvEdit: Environment Editing for Vision-and-Language Navigation Jialu Li Hao Tan Joey Tianyi Zhou 108 83 0 29 Mar 2022
Robust Multi-Task Learning and Online Refinement for Spacecraft Pose Estimation across Domain Gap T. Park Simone DÁmico 102 68 0 08 Mar 2022
SODA: Self-organizing data augmentation in deep neural networks -- Application to biomedical image segmentation tasks Arnaud Deleruyelle J. Klein Cristian Versari OOD 38 0 0 07 Feb 2022
How to augment your ViTs? Consistency loss and StyleAug, a random style transfer augmentation Akash Umakantha João Dias Semedo S. Golestaneh Wan-Yi Lin ViT 43 0 0 16 Dec 2021
SPEED+: Next-Generation Dataset for Spacecraft Pose Estimation across Domain Gap T. Park Marcus Märtens Gurvan Lécuyer Dario Izzo Simone DÁmico 132 86 0 06 Oct 2021
Generalize then Adapt: Source-Free Domain Adaptive Semantic Segmentation Jogendra Nath Kundu Akshay Ravindra Kulkarni Amit Singh Varun Jampani R. Venkatesh Babu TTA 74 124 0 25 Aug 2021
An overview of mixing augmentation methods and augmentation strategies Dominik Lewy Jacek Mańdziuk 94 63 0 21 Jul 2021
Encouraging Intra-Class Diversity Through a Reverse Contrastive Loss for Better Single-Source Domain Generalization Thomas Duboudin Emmanuel Dellandrea Corentin Abgrall Gilles Hénaff Liming Chen 48 9 0 15 Jun 2021
UNIT-DDPM: UNpaired Image Translation with Denoising Diffusion Probabilistic Models Hiroshi Sasaki Chris G. Willcocks T. Breckon DiffM 60 167 0 12 Apr 2021
Learning domain-agnostic visual representation for computational pathology using medically-irrelevant style transfer augmentation R. Yamashita J. Long Snikitha Banda Jeanne Shen D. Rubin OOD MedIm 70 51 0 02 Feb 2021
Class balanced underwater object detection dataset generated by class-wise style augmentation Long Chen Junyu Dong Huiyu Zhou 14 3 0 20 Jan 2021
Octave Mix: Data augmentation using frequency decomposition for activity recognition Tatsuhito Hasegawa 81 3 0 08 Jan 2021
Deep Complementary Joint Model for Complex Scene Registration and Few-shot Segmentation on Medical Images Yuting He Tiantian Li Guanyu Yang Youyong Kong Yang Chen H. Shu J. Coatrieux J. Dillenseger Shuo Li MedIm 57 26 0 03 Aug 2020
Rethinking Recurrent Neural Networks and Other Improvements for Image Classification N. H. Phong B. Ribeiro VLM 71 8 0 30 Jul 2020
Stylized Adversarial Defense Muzammal Naseer Salman Khan Munawar Hayat Fahad Shahbaz Khan Fatih Porikli GAN AAML 80 16 0 29 Jul 2020
Multimodal Text Style Transfer for Outdoor Vision-and-Language Navigation Wanrong Zhu Xinze Wang Tsu-Jui Fu An Yan P. Narayana Kazoo Sone Sugato Basu Wenjie Wang 93 34 0 01 Jul 2020
Frustratingly Simple Domain Generalization via Image Stylization Nathan Somavarapu Chih-Yao Ma Z. Kira OOD 69 65 0 19 Jun 2020
Adversarial Style Mining for One-Shot Unsupervised Domain Adaptation Yawei Luo Ping Liu T. Guan Junqing Yu Yi Yang 44 115 0 13 Apr 2020
VideoDG: Generalizing Temporal Relations in Videos to Novel Domains Zhiyu Yao Yunbo Wang Jianmin Wang Philip S. Yu Mingsheng Long OOD ViT 73 26 0 08 Dec 2019
Cross-Domain Image Classification through Neural-Style Transfer Data Augmentation Yijie Xu A. Goel ViT 40 4 0 12 Oct 2019
Towards Robust Learning-Based Pose Estimation of Noncooperative Spacecraft T. Park Sumant Sharma Simone DÁmico 68 71 0 01 Sep 2019
Introduction to Camera Pose Estimation with Deep Learning Yoli Shavit Ron Ferens 89 68 0 08 Jul 2019
Adversarial Discriminative Domain Adaptation Eric Tzeng Judy Hoffman Kate Saenko Trevor Darrell GAN OOD 303 4,687 0 17 Feb 2017