A Comprehensive Survey of Image Augmentation Techniques for Deep Learning

3 May 2022

Papers citing "A Comprehensive Survey of Image Augmentation Techniques for Deep Learning"

27 / 77 papers shown

Title
DiffAug: Enhance Unsupervised Contrastive Learning with Domain-Knowledge-Free Diffusion-based Data Augmentation Z. Zang Hao Luo K. Wang Panpan Zhang F. Wang Stan. Z Li Yang You 17 5 0 10 Sep 2023
AMDNet23: A combined deep Contour-based Convolutional Neural Network and Long Short Term Memory system to diagnose Age-related Macular Degeneration Md. Aiyub Ali Md. Shakhawat Hossain Md.Kawar Hossain Subhadra Soumi Sikder S. Khushbu Mirajul Islam 8 1 0 30 Aug 2023
TransFace: Calibrating Transformer Training for Face Recognition from a Data-Centric Perspective Jun Dan Yang Liu Haoyu Xie Jiankang Deng H. Xie Xuansong Xie Baigui Sun ViT 20 21 0 20 Aug 2023
LatentAugment: Data Augmentation via Guided Manipulation of GAN's Latent Space L. Tronchin Minh H. Vu Paolo Soda Tommy Löfstedt 12 2 0 21 Jul 2023
A Holistic Assessment of the Reliability of Machine Learning Systems Anthony Corso David Karamadian Romeo Valentin Mary Cooper Mykel J. Kochenderfer 21 6 0 20 Jul 2023
Prawn Morphometrics and Weight Estimation from Images using Deep Learning for Landmark Localization Alzayat Saleh Md. Mehedi Hasan H. Raadsma M. Khatkar D. Jerry M. R. Azghadi 11 7 0 15 Jul 2023
Label-Efficient Learning in Agriculture: A Comprehensive Review Jiajia Li Dong Chen Xinda Qi Zhao Li Yanbo Huang Daniel Morris Xiaobo Tan 31 34 0 24 May 2023
Embrace Limited and Imperfect Training Datasets: Opportunities and Challenges in Plant Disease Recognition Using Deep Learning Mingle Xu H. Kim Jucheng Yang A. Fuentes Yao Meng Sook Yoon Taehyun Kim D. Park 15 17 0 19 May 2023
Target-driven One-Shot Unsupervised Domain Adaptation Julio Ivan Davila Carrazco Suvarna Kadam Pietro Morerio Alessio Del Bue Vittorio Murino 8 2 0 08 May 2023
Variation-Aware Semantic Image Synthesis Mingle Xu Jaehwan Lee Sook Yoon Hyongsuk Kim D. Park 22 3 0 25 Jan 2023
A Unified Multimodal De- and Re-coupling Framework for RGB-D Motion Recognition Benjia Zhou Pichao Wang Jun Wan Yan-Ni Liang Fan Wang 29 17 0 16 Nov 2022
Local Magnification for Data and Feature Augmentation Kun He Chang-rui Liu Stephen Lin J. Hopcroft 14 2 0 15 Nov 2022
Deep Data Augmentation for Weed Recognition Enhancement: A Diffusion Probabilistic Model and Transfer Learning Based Approach Dong Chen Xinda Qi Yu Zheng Yuzhen Lu Zhao Li DiffM 13 15 0 18 Oct 2022
How Much Data Are Augmentations Worth? An Investigation into Scaling Laws, Invariance, and Implicit Regularization Jonas Geiping Micah Goldblum Gowthami Somepalli Ravid Shwartz-Ziv Tom Goldstein A. Wilson 16 35 0 12 Oct 2022
Effective Vision Transformer Training: A Data-Centric Perspective Benjia Zhou Pichao Wang Jun Wan Yan-Ni Liang Fan Wang 24 5 0 29 Sep 2022
Understanding the Tricks of Deep Learning in Medical Image Segmentation: Challenges and Future Directions Dong-Ming Zhang Yi-Mou Lin Hao Chen Zhuotao Tian Xin Yang Jinhui Tang Kwang-Ting Cheng VLM 25 11 0 21 Sep 2022
ObjectMix: Data Augmentation by Copy-Pasting Objects in Videos for Action Recognition Jun Kimata Tomoya Nitta Toru Tamaki 23 10 0 01 Apr 2022
Self-Training: A Survey Massih-Reza Amini Vasilii Feofanov Loïc Pauletto Lies Hadjadj Emilie Devijver Yury Maximov SSL 13 100 0 24 Feb 2022
Generative Adversarial Networks via a Composite Annealing of Noise and Diffusion Kensuke Nakamura Simon Korman Byung-Woo Hong DiffM 14 2 0 01 May 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 292 5,761 0 29 Apr 2021
Co-Mixup: Saliency Guided Joint Mixup with Supermodular Diversity Jang-Hyun Kim Wonho Choo Hosan Jeong Hyun Oh Song 195 176 0 05 Feb 2021
Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation Golnaz Ghiasi Yin Cui A. Srinivas Rui Qian Tsung-Yi Lin E. D. Cubuk Quoc V. Le Barret Zoph ISeg 223 962 0 13 Dec 2020
Delta-encoder: an effective sample synthesis method for few-shot object recognition Eli Schwartz Leonid Karlinsky J. Shtok Sivan Harary Mattias Marder Rogerio Feris Abhishek Kumar Raja Giryes A. Bronstein 178 350 0 12 Jun 2018
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 948 20,471 0 17 Apr 2017
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 278 10,599 0 19 Feb 2017
Conditional Image Synthesis With Auxiliary Classifier GANs Augustus Odena C. Olah Jonathon Shlens GAN 224 3,183 0 30 Oct 2016
A Learned Representation For Artistic Style Vincent Dumoulin Jonathon Shlens M. Kudlur GAN 210 1,153 0 24 Oct 2016