Smart Augmentation - Learning an Optimal Data Augmentation Strategy

24 March 2017

Papers citing "Smart Augmentation - Learning an Optimal Data Augmentation Strategy"

45 / 45 papers shown

Title
ST-SACLF: Style Transfer Informed Self-Attention Classifier for Bias-Aware Painting Classification Mridula Vijendran Frederick W. B. Li Jingjing Deng Hubert P. H. Shum 56 0 0 03 Aug 2024
A Comprehensive Survey on Data Augmentation Zaitian Wang Pengfei Wang Kunpeng Liu Pengyang Wang Yanjie Fu Chang-Tien Lu Charu Aggarwal Jian Pei Yuanchun Zhou ViT 109 22 0 15 May 2024
Data Augmentation Policy Search for Long-Term Forecasting Liran Nochumsohn Omri Azencot AI4TS TPM 46 3 0 01 May 2024
Learning Universal Predictors Jordi Grau-Moya Tim Genewein Marcus Hutter Laurent Orseau Grégoire Delétang ... Anian Ruoss Wenliang Kevin Li Christopher Mattern Matthew Aitchison J. Veness 29 11 0 26 Jan 2024
Multi-label Annotation for Visual Multi-Task Learning Models Gaurang Sharma A. Angleraud R. Pieters 40 0 0 30 Nov 2023
LatentAugment: Dynamically Optimized Latent Probabilities of Data Augmentation K. Kuriyama 24 1 0 04 May 2023
CADA-GAN: Context-Aware GAN with Data Augmentation Sofie Daniels Jiugeng Sun Jiaqing Xie 30 0 0 21 Jan 2023
RangeAugment: Efficient Online Augmentation with Range Learning Sachin Mehta Saeid Naderiparizi Fartash Faghri Maxwell Horton Lailin Chen Ali Farhadi Oncel Tuzel Mohammad Rastegari 26 6 0 20 Dec 2022
Extending Temporal Data Augmentation for Video Action Recognition Artjoms Gorpincenko Michal Mackiewicz ViT 29 4 0 09 Nov 2022
G-Augment: Searching for the Meta-Structure of Data Augmentation Policies for ASR Gary Wang Ekin D.Cubuk Andrew Rosenberg Shuyang Cheng Ron J. Weiss Bhuvana Ramabhadran Pedro J. Moreno Quoc V. Le Daniel S. Park 30 1 0 19 Oct 2022
Data-Efficient Augmentation for Training Neural Networks Tian Yu Liu Baharan Mirzasoleiman 26 7 0 15 Oct 2022
A Survey of Automated Data Augmentation Algorithms for Deep Learning-based Image Classification Tasks Z. Yang Richard Sinnott James Bailey Qiuhong Ke 26 39 0 14 Jun 2022
A Comprehensive Survey of Image Augmentation Techniques for Deep Learning Mingle Xu Sook Yoon A. Fuentes D. Park VLM 38 398 0 03 May 2022
AutoBalance: Optimized Loss Functions for Imbalanced Data Mingchen Li Xuechen Zhang Christos Thrampoulidis Jiasi Chen Samet Oymak 19 67 0 04 Jan 2022
On Automatic Data Augmentation for 3D Point Cloud Classification Wanyue Zhang Xun Xu Fayao Liu Le Zhang Chuan-Sheng Foo 3DPC 33 4 0 11 Dec 2021
Training Lightweight CNNs for Human-Nanodrone Proximity Interaction from Small Datasets using Background Randomization Marco Ferri Dario Mantegazza Elia Cereda Nicky Zimmerman L. Gambardella Daniele Palossi Jérôme Guzzi Alessandro Giusti 32 0 0 27 Oct 2021
BdSL36: A Dataset for Bangladeshi Sign Letters Recognition Oishee Bintey Hoque Mohammad Imrul Jubair A. Akash Md. Saiful Islam 29 11 0 02 Oct 2021
Cross-modal Spectrum Transformation Network For Acoustic Scene classification Yang Liu A. Neophytou Sunando Sengupta Eric Sommerlade 21 9 0 13 Aug 2021
Global and Local Texture Randomization for Synthetic-to-Real Semantic Segmentation Duo Peng Yinjie Lei Lingqiao Liu Pingping Zhang Jun Liu 25 73 0 05 Aug 2021
An overview of mixing augmentation methods and augmentation strategies Dominik Lewy Jacek Mańdziuk 23 61 0 21 Jul 2021
Robust and Accurate Object Detection via Adversarial Learning Xiangning Chen Cihang Xie Mingxing Tan Li Zhang Cho-Jui Hsieh Boqing Gong AAML 34 72 0 23 Mar 2021
Image Augmentation for Multitask Few-Shot Learning: Agricultural Domain Use-Case S. Nesteruk Dmitrii G. Shadrin M. Pukalchik 15 10 0 24 Feb 2021
Data Augmentation for Graph Neural Networks Tong Zhao Yozen Liu Leonardo Neves Oliver J. Woodford Meng Jiang Neil Shah GNN 30 407 0 11 Jun 2020
The Penalty Imposed by Ablated Data Augmentation Frederick Liu A. Najmi Mukund Sundararajan 23 6 0 08 Jun 2020
An embedded system for the automated generation of labeled plant images to enable machine learning applications in agriculture Michael A. Beck Chen-Yi Liu C. Bidinosti C. Henry Cara M. Godee Manisha Ajmani VLM 11 21 0 01 Jun 2020
Smart Inference for Multidigit Convolutional Neural Network based Barcode Decoding T. Do Yalew Tolcha Tae Joon Jun Daeyoung Kim 9 4 0 14 Apr 2020
Improving 3D Object Detection through Progressive Population Based Augmentation Shuyang Cheng Zhaoqi Leng E. D. Cubuk Barret Zoph Chunyan Bai ... Vijay Vasudevan Congcong Li Quoc V. Le Jonathon Shlens Dragomir Anguelov 3DPC 20 74 0 02 Apr 2020
SuperMix: Supervising the Mixing Data Augmentation Ali Dabouei Sobhan Soleymani Fariborz Taherkhani Nasser M. Nasrabadi 19 98 0 10 Mar 2020
PointAugment: an Auto-Augmentation Framework for Point Cloud Classification Ruihui Li Xianzhi Li Pheng-Ann Heng Chi-Wing Fu 3DPC 22 145 0 25 Feb 2020
Stochastic Optimization of Plain Convolutional Neural Networks with Simple methods Yahia Saeed Assiri BDL 51 22 0 24 Jan 2020
Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation Hung-Yu Tseng Hsin-Ying Lee Jia-Bin Huang Ming-Hsuan Yang 32 387 0 23 Jan 2020
Adversarial AutoAugment Xinyu Zhang Qiang-qiang Wang Jian Zhang Zhaobai Zhong AAML 28 197 0 24 Dec 2019
Learning Data Manipulation for Augmentation and Weighting Zhiting Hu Bowen Tan Ruslan Salakhutdinov Tom Michael Mitchell Eric Xing 29 116 0 28 Oct 2019
Augmented Hard Example Mining for Generalizable Person Re-Identification Masato Tamura Tomokazu Murakami 36 22 0 11 Oct 2019
RandAugment: Practical automated data augmentation with a reduced search space E. D. Cubuk Barret Zoph Jonathon Shlens Quoc V. Le MQ 96 3,416 0 30 Sep 2019
Automatically Learning Data Augmentation Policies for Dialogue Tasks Tong Niu Joey Tianyi Zhou 26 39 0 27 Sep 2019
Learning Data Augmentation Strategies for Object Detection Barret Zoph E. D. Cubuk Golnaz Ghiasi Nayeon Lee Jonathon Shlens Quoc V. Le 39 523 0 26 Jun 2019
Further advantages of data augmentation on convolutional neural networks Alex Hernández-García Peter König 8 107 0 26 Jun 2019
A Survey on Face Data Augmentation Xiang Wang Kai Wang Kai Wang CVBM 20 130 0 26 Apr 2019
Deep Neural Network and Data Augmentation Methodology for off-axis iris segmentation in wearable headsets Viktor Varkarakis S. Bazrafkan Peter Corcoran CVBM 19 42 0 01 Mar 2019
Adapting Semantic Segmentation Models for Changes in Illumination and Camera Perspective W. Zhou Alex Zyner Stewart Worrall E. Nebot 22 21 0 13 Sep 2018
Recent Advances in Object Detection in the Age of Deep Convolutional Neural Networks Shivang Agarwal Jean Ogier du Terrail F. Jurie ObjD 24 123 0 10 Sep 2018
Data augmentation instead of explicit regularization Alex Hernández-García Peter König 30 141 0 11 Jun 2018
Unsupervised Histopathology Image Synthesis L. Hou Ayush Agarwal Dimitris Samaras Tahsin M. Kurc Rajarsi R. Gupta Joel H. Saltz MedIm 18 64 0 13 Dec 2017
An End to End Deep Neural Network for Iris Segmentation in Unconstraint Scenarios S. Bazrafkan Shejin Thavalengal Peter Corcoran 3DV 38 77 0 07 Dec 2017