Learning to Compose Domain-Specific Transformations for Data
Augmentation

Learning to Compose Domain-Specific Transformations for Data Augmentation

6 September 2017

Alexander J. Ratner

Henry R. Ehrenberg

Jared A. Dunnmon

Christopher Ré

Papers citing "Learning to Compose Domain-Specific Transformations for Data Augmentation"

16 / 66 papers shown

Title
Bias Correction of Learned Generative Models using Likelihood-Free Importance Weighting Aditya Grover Jiaming Song Alekh Agarwal Kenneth Tran Ashish Kapoor Eric Horvitz Stefano Ermon 26 123 0 23 Jun 2019
Good-Enough Compositional Data Augmentation Jacob Andreas 30 230 0 21 Apr 2019
NIPS - Not Even Wrong? A Systematic Review of Empirically Complete Demonstrations of Algorithmic Effectiveness in the Machine Learning and Artificial Intelligence Literature Franz J. Király Bilal A. Mateen R. Sonabend 20 10 0 18 Dec 2018
Efficient Augmentation via Data Subsampling Michael Kuchnik Virginia Smith 19 22 0 11 Oct 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 for Spoken Language Understanding via Joint Variational Generation Kang Min Yoo Youhyun Shin Sang-goo Lee 29 91 0 07 Sep 2018
DADA: Deep Adversarial Data Augmentation for Extremely Low Data Regime Classification Xiaofeng Zhang Zhangyang Wang Dong Liu Qing Ling 14 89 0 29 Aug 2018
Small Sample Learning in Big Data Era Jun Shu Zongben Xu Deyu Meng 29 71 0 14 Aug 2018
Hydranet: Data Augmentation for Regression Neural Networks Florian Dubost Gerda Bortsova H. Adams M. Ikram W. Niessen Meike W. Vernooij Marleen de Bruijne MedIm 21 9 0 12 Jul 2018
Data augmentation instead of explicit regularization Alex Hernández-García Peter König 32 141 0 11 Jun 2018
Unsupervisedly Training GANs for Segmenting Digital Pathology with Automatically Generated Annotations M. Gadermayr Laxmi Gupta B. Klinkhammer P. Boor Dorit Merhof GAN MedIm 28 21 0 25 May 2018
AutoAugment: Learning Augmentation Policies from Data E. D. Cubuk Barret Zoph Dandelion Mané Vijay Vasudevan Quoc V. Le 63 1,758 0 24 May 2018
A Kernel Theory of Modern Data Augmentation Tri Dao Albert Gu Alexander J. Ratner Virginia Smith Christopher De Sa Christopher Ré 27 190 0 16 Mar 2018
Hydra: an Ensemble of Convolutional Neural Networks for Geospatial Land Classification Rodrigo Minetto Maurício Pamplona Segundo Sudeep Sarkar 42 132 0 10 Feb 2018
Boundary Optimizing Network (BON) Marco Singh A. Pai 27 0 0 08 Jan 2018
RenderGAN: Generating Realistic Labeled Data Leon Sixt Benjamin Wild Tim Landgraf GAN 170 176 0 04 Nov 2016