Regularizing Deep Networks with Semantic Data Augmentation

Regularizing Deep Networks with Semantic Data Augmentation

21 July 2020

Yulin Wang

Gao Huang

Papers citing "Regularizing Deep Networks with Semantic Data Augmentation"

14 / 64 papers shown

Title
You Only Cut Once: Boosting Data Augmentation with a Single Cut Junlin Han Pengfei Fang Weihong Li Jie Hong M. Armin Ian Reid L. Petersson Hongdong Li 25 27 0 28 Jan 2022
Repaint: Improving the Generalization of Down-Stream Visual Tasks by Generating Multiple Instances of Training Examples Amin Banitalebi-Dehkordi Yong Zhang 17 7 0 20 Oct 2021
Mutual Consistency Learning for Semi-supervised Medical Image Segmentation Yicheng Wu Z. Ge Donghao Zhang Minfeng Xu Lei Zhang Yong-quan Xia Jianfei Cai OOD SSL 67 228 0 21 Sep 2021
CAM-loss: Towards Learning Spatially Discriminative Feature Representations Chaofei Wang J. Xiao Yizeng Han Qisen Yang S. Song Gao Huang 20 20 0 03 Sep 2021
Predicting Driver Intention Using Deep Neural Network Mahdi Bonyani Mina Rahmanian Simindokht Jahangard 9 2 0 31 May 2021
Semantic Distribution-aware Contrastive Adaptation for Semantic Segmentation Shuang Li Binhui Xie Bin Zang Chi Harold Liu Xinjing Cheng Ruigang Yang Guoren Wang 9 27 0 11 May 2021
Learning Representational Invariances for Data-Efficient Action Recognition Yuliang Zou Jinwoo Choi Qitong Wang Jia-Bin Huang 14 39 0 30 Mar 2021
Data augmentation by morphological mixup for solving Raven's Progressive Matrices Wentao He Jianfeng Ren Ruibin Bai 11 2 0 09 Mar 2021
Sill-Net: Feature Augmentation with Separated Illumination Representation Hanwang Zhang Zhong Cao Ziang Yan Changshui Zhang 11 26 0 06 Feb 2021
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results Antti Tarvainen Harri Valpola OOD MoMe 244 1,275 0 06 Mar 2017
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Z. Tu Kaiming He 288 10,214 0 16 Nov 2016
Conditional Image Synthesis With Auxiliary Classifier GANs Augustus Odena C. Olah Jonathon Shlens GAN 224 3,190 0 30 Oct 2016
Bayesian Convolutional Neural Networks with Bernoulli Approximate Variational Inference Y. Gal Zoubin Ghahramani UQCV BDL 197 745 0 06 Jun 2015
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 261 9,134 0 06 Jun 2015