Data Augmentation using Random Image Cropping and Patching for Deep CNNs

22 November 2018

Papers citing "Data Augmentation using Random Image Cropping and Patching for Deep CNNs"

37 / 87 papers shown

Title
Ortho-Shot: Low Displacement Rank Regularization with Data Augmentation for Few-Shot Learning Uche M. Osahor Nasser M. Nasrabadi 19 11 0 18 Oct 2021
Self-Supervised Domain Adaptation for Visual Navigation with Global Map Consistency E. Lee Junho Kim Young Min Kim TTA SSL 38 6 0 14 Oct 2021
MSE Loss with Outlying Label for Imbalanced Classification S. Kato Kazuhiro Hotta 16 11 0 06 Jul 2021
Isotonic Data Augmentation for Knowledge Distillation Wanyun Cui Sen Yan 29 6 0 03 Jul 2021
Evolving Image Compositions for Feature Representation Learning Paola Cascante-Bonilla Arshdeep Sekhon Yanjun Qi Vicente Ordonez SSL 19 7 0 16 Jun 2021
Tackling the Background Bias in Sparse Object Detection via Cropped Windows Leon Amadeus Varga A. Zell 32 8 0 04 Jun 2021
Autonomous Driving Implementation in an Experimental Environment Namig Aliyev Oguzhan Sezer Mehmet Guzel 10 1 0 23 May 2021
BDANet: Multiscale Convolutional Neural Network with Cross-directional Attention for Building Damage Assessment from Satellite Images Yu Shen Sijie Zhu Taojiannan Yang Cheng Chen D. Pan Jianyu Chen Liang Xiao Q. Du 28 68 0 16 May 2021
Age Range Estimation using MTCNN and VGG-Face Model Dipesh Gyawali Prashanga Pokharel Ashutosh Chauhan S. Shakya CVBM 10 9 0 17 Apr 2021
Artificial and beneficial -- Exploiting artificial images for aerial vehicle detection I. Weber J. Bongartz R. Roscher 13 11 0 07 Apr 2021
USB: Universal-Scale Object Detection Benchmark Yosuke Shinya ObjD 19 13 0 25 Mar 2021
Student Network Learning via Evolutionary Knowledge Distillation Kangkai Zhang Chunhui Zhang Shikun Li Dan Zeng Shiming Ge 22 83 0 23 Mar 2021
Principled Ultrasound Data Augmentation for Classification of Standard Planes L. Hin Yuan Lee Gao J. Alison 28 15 0 14 Mar 2021
MixMo: Mixing Multiple Inputs for Multiple Outputs via Deep Subnetworks Alexandre Ramé Rémy Sun Matthieu Cord UQCV 37 60 0 10 Mar 2021
Data augmentation by morphological mixup for solving Raven's Progressive Matrices Wentao He Jianfeng Ren Ruibin Bai 19 2 0 09 Mar 2021
Histo-fetch -- On-the-fly processing of gigapixel whole slide images simplifies and speeds neural network training Brendon Lutnick L. Murali Brandon G. Ginley Avi Z. Rosenberg P. Sarder 29 10 0 23 Feb 2021
Single Model Deep Learning on Imbalanced Small Datasets for Skin Lesion Classification Peng Yao Shuwei Shen Mengjuan Xu Peng Liu Fan Zhang Jinyu Xing Pengfei Shao B. Kaffenberger Ronald X. Xu 29 114 0 02 Feb 2021
Random Shadows and Highlights: A new data augmentation method for extreme lighting conditions Osama Mazhar Jens Kober AAML 18 5 0 13 Jan 2021
SnapMix: Semantically Proportional Mixing for Augmenting Fine-grained Data Shaoli Huang Xinchao Wang Dacheng Tao 24 116 0 09 Dec 2020
Where to drive: free space detection with one fisheye camera Tobias Scheck Adarsh Mallandur C. Wiede G. Hirtz 14 7 0 11 Nov 2020
Self-paced Data Augmentation for Training Neural Networks Tomoumi Takase Ryo Karakida H. Asoh 20 17 0 29 Oct 2020
Measuring Visual Generalization in Continuous Control from Pixels J. E. Grigsby Yanjun Qi 6 25 0 13 Oct 2020
Increasing the Robustness of Semantic Segmentation Models with Painting-by-Numbers Christoph Kamann Burkhard Güssefeld Robin Hutmacher J. H. Metzen Carsten Rother 14 18 0 12 Oct 2020
Discriminative Cross-Modal Data Augmentation for Medical Imaging Applications Yue Yang P. Xie MedIm 22 0 0 07 Oct 2020
PK-GCN: Prior Knowledge Assisted Image Classification using Graph Convolution Networks Xueli Xiao Chunyan Ji Thosini Bamunu Mudiyanselage Yi Pan GNN SSL 11 3 0 24 Sep 2020
Survey on Deep Learning-based Kuzushiji Recognition K. Ueki Tomoka Kojima 17 4 0 19 Jul 2020
Untapped Potential of Data Augmentation: A Domain Generalization Viewpoint Vihari Piratla Shiv Shankar ViT 16 0 0 09 Jul 2020
Automatic classification between COVID-19 pneumonia, non-COVID-19 pneumonia, and the healthy on chest X-ray image: combination of data augmentation methods Mizuho Nishio Shunjiro Noguchi Hidetoshi Matsuo T. Murakami 9 128 0 01 Jun 2020
A Survey of Deep Learning for Scientific Discovery M. Raghu Erica Schmidt OOD AI4CE 38 120 0 26 Mar 2020
FMix: Enhancing Mixed Sample Data Augmentation Ethan Harris Antonia Marcu Matthew Painter M. Niranjan Adam Prugel-Bennett Jonathon S. Hare AAML 19 26 0 27 Feb 2020
Data augmentation with Mobius transformations Sharon Zhou Jiequan Zhang Hang Jiang T. Lundh A. Ng 19 20 0 07 Feb 2020
AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty Dan Hendrycks Norman Mu E. D. Cubuk Barret Zoph Justin Gilmer Balaji Lakshminarayanan OOD UQCV 48 1,276 0 05 Dec 2019
Benchmarking the Robustness of Semantic Segmentation Models Christoph Kamann Carsten Rother VLM UQCV 19 160 0 14 Aug 2019
Data Augmentation for Object Detection via Progressive and Selective Instance-Switching Hao Wang Qilong Wang Fan Yang Jiexia Ye W. Zuo 10 62 0 02 Jun 2019
Dual Active Sampling on Batch-Incremental Active Learning Johan Phan M. Ruocco F. Scibilia 12 0 0 22 May 2019
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 271 5,327 0 05 Nov 2016
Improving neural networks by preventing co-adaptation of feature detectors Geoffrey E. Hinton Nitish Srivastava A. Krizhevsky Ilya Sutskever Ruslan Salakhutdinov VLM 266 7,638 0 03 Jul 2012