RandAugment: Practical automated data augmentation with a reduced search space

30 September 2019

Papers citing "RandAugment: Practical automated data augmentation with a reduced search space"

50 / 1,998 papers shown

Title
DecAug: Augmenting HOI Detection via Decomposition Yichen Xie Haoshu Fang Dian Shao Yong-Lu Li Cewu Lu 19 9 0 02 Oct 2020
Improving Auto-Augment via Augmentation-Wise Weight Sharing Keyu Tian Chen Lin Ming-hui Sun Luping Zhou Junjie Yan Wanli Ouyang 8 48 0 30 Sep 2020
Tackling unsupervised multi-source domain adaptation with optimism and consistency Diogo Pernes Jaime S. Cardoso 13 8 0 29 Sep 2020
PP-OCR: A Practical Ultra Lightweight OCR System Yuning Du Chenxia Li Ruoyu Guo Xiaoting Yin Weiwei Liu ... Yifan Bai Zilin Yu Yehua Yang Qingqing Dang Hongya Wang 27 177 0 21 Sep 2020
MEAL V2: Boosting Vanilla ResNet-50 to 80%+ Top-1 Accuracy on ImageNet without Tricks Zhiqiang Shen Marios Savvides 17 63 0 17 Sep 2020
AAG: Self-Supervised Representation Learning by Auxiliary Augmentation with GNT-Xent Loss Yanlun Tu Jianxing Feng Yang Yang SSL 8 1 0 17 Sep 2020
EfficientSeg: An Efficient Semantic Segmentation Network V. B. Yesilkaynak Y. Sahin Gözde B. Ünal SSeg 17 7 0 14 Sep 2020
Improving Semi-supervised Federated Learning by Reducing the Gradient Diversity of Models Zhengming Zhang Yaoqing Yang Z. Yao Yujun Yan Joseph E. Gonzalez Michael W. Mahoney FedML 31 36 0 26 Aug 2020
Anchor-free Small-scale Multispectral Pedestrian Detection Alexander Wolpert Michael Teutsch M. Sarfraz Rainer Stiefelhagen ObjD 10 29 0 19 Aug 2020
Semi-supervised learning using teacher-student models for vocal melody extraction Sangeun Kum Jing-Hua Lin Li Su Juhan Nam 6 17 0 14 Aug 2020
Learning Temporally Invariant and Localizable Features via Data Augmentation for Video Recognition Taeoh Kim Hyeongmin Lee Myeongah Cho H. Lee Dong Heon Cho Sangyoun Lee 25 24 0 13 Aug 2020
An Ensemble of Simple Convolutional Neural Network Models for MNIST Digit Recognition Sanghyeon An Min Jun Lee Sanglee Park H. Yang Jungmin So 11 77 0 12 Aug 2020
Spatiotemporal Contrastive Video Representation Learning Rui Qian Tianjian Meng Boqing Gong Ming-Hsuan Yang H. Wang Serge J. Belongie Yin Cui SSL AI4TS 20 491 0 09 Aug 2020
Noisy Student Training using Body Language Dataset Improves Facial Expression Recognition Vikas Kumar Shivansh Rao Li Yu CVBM NoLa 23 31 0 06 Aug 2020
Weight-Sharing Neural Architecture Search: A Battle to Shrink the Optimization Gap Lingxi Xie Xin Chen Kaifeng Bi Longhui Wei Yuhui Xu ... Lanfei Wang Anxiang Xiao Jianlong Chang Xiaopeng Zhang Qi Tian ViT 33 108 0 04 Aug 2020
Finite Versus Infinite Neural Networks: an Empirical Study Jaehoon Lee S. Schoenholz Jeffrey Pennington Ben Adlam Lechao Xiao Roman Novak Jascha Narain Sohl-Dickstein 6 207 0 31 Jul 2020
Rethinking Recurrent Neural Networks and Other Improvements for Image Classification N. H. Phong B. Ribeiro VLM 16 8 0 30 Jul 2020
Regularizing Deep Networks with Semantic Data Augmentation Yulin Wang Gao Huang Shiji Song Xuran Pan Yitong Xia Cheng Wu 17 155 0 21 Jul 2020
Self-similarity Student for Partial Label Histopathology Image Segmentation Hsien-Tzu Cheng Chun-Fu Yeh Po-Chen Kuo Andy Wei Keng-Chi Liu Mong-Chi Ko Kuan-Hua Chao Yu-Ching Peng Tyng-Luh Liu 6 20 0 19 Jul 2020
OnlineAugment: Online Data Augmentation with Less Domain Knowledge Zhiqiang Tang Yunhe Gao Leonid Karlinsky P. Sattigeri Rogerio Feris Dimitris N. Metaxas 19 56 0 17 Jul 2020
Distribution Aligning Refinery of Pseudo-label for Imbalanced Semi-supervised Learning Jaehyung Kim Youngbum Hur Sejun Park Eunho Yang Sung Ju Hwang Jinwoo Shin 6 159 0 17 Jul 2020
A Technical Report for VIPriors Image Classification Challenge Zhipeng Luo Ge Li Zhiguang Zhang VLM 14 2 0 17 Jul 2020
A New Look at Ghost Normalization Neofytos Dimitriou Ognjen Arandjelovic 17 8 0 16 Jul 2020
FeatMatch: Feature-Based Augmentation for Semi-Supervised Learning Chia-Wen Kuo Chih-Yao Ma Jia-Bin Huang Z. Kira 19 118 0 16 Jul 2020
Gradient-based Hyperparameter Optimization Over Long Horizons P. Micaelli Amos Storkey 6 15 0 15 Jul 2020
Consistency Regularization with Generative Adversarial Networks for Semi-Supervised Learning Zexi Chen B. Ramachandra Ranga Raju Vatsavai GAN 15 1 0 08 Jul 2020
SpinalNet: Deep Neural Network with Gradual Input H. M. D. Kabir Moloud Abdar S. M. Jalali Abbas Khosravi A. Atiya S. Nahavandi D. Srinivasan AI4CE 22 131 0 07 Jul 2020
Measuring Robustness to Natural Distribution Shifts in Image Classification Rohan Taori Achal Dave Vaishaal Shankar Nicholas Carlini Benjamin Recht Ludwig Schmidt OOD 22 530 0 01 Jul 2020
Extracurricular Learning: Knowledge Transfer Beyond Empirical Distribution Hadi Pouransari Mojan Javaheripi Vinay Sharma Oncel Tuzel 8 5 0 30 Jun 2020
Target Consistency for Domain Adaptation: when Robustness meets Transferability Yassine Ouali Victor Bouvier Myriam Tami C´eline Hudelot OOD 11 3 0 25 Jun 2020
Federated Semi-Supervised Learning with Inter-Client Consistency & Disjoint Learning Wonyong Jeong Jaehong Yoon Eunho Yang Sung Ju Hwang FedML 6 217 0 22 Jun 2020
Boosting Active Learning for Speech Recognition with Noisy Pseudo-labeled Samples Jihwan Bang Heesu Kim Y. Yoo Jung-Woo Ha 9 2 0 19 Jun 2020
Supervision Accelerates Pre-training in Contrastive Semi-Supervised Learning of Visual Representations Mahmoud Assran Nicolas Ballas Lluis Castrejon Michael G. Rabbat SSL 8 3 0 18 Jun 2020
Differentiable Augmentation for Data-Efficient GAN Training Shengyu Zhao Zhijian Liu Ji Lin Jun-Yan Zhu Song Han 31 600 0 18 Jun 2020
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments Mathilde Caron Ishan Misra Julien Mairal Priya Goyal Piotr Bojanowski Armand Joulin OCL SSL 18 3,988 0 17 Jun 2020
Building One-Shot Semi-supervised (BOSS) Learning up to Fully Supervised Performance L. Smith A. Conovaloff SSL 12 8 0 16 Jun 2020
Meta Approach to Data Augmentation Optimization Ryuichiro Hataya Jan Zdenek Kazuki Yoshizoe Hideki Nakayama 24 34 0 14 Jun 2020
Bootstrap your own latent: A new approach to self-supervised Learning Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 37 6,643 0 13 Jun 2020
High-contrast "gaudy" images improve the training of deep neural network models of visual cortex Benjamin R. Cowley Jonathan W. Pillow 6 10 0 13 Jun 2020
Rethinking Pre-training and Self-training Barret Zoph Golnaz Ghiasi Tsung-Yi Lin Yin Cui Hanxiao Liu E. D. Cubuk Quoc V. Le SSeg 21 645 0 11 Jun 2020
Training Generative Adversarial Networks with Limited Data Tero Karras M. Aittala Janne Hellsten S. Laine J. Lehtinen Timo Aila GAN 23 1,853 0 11 Jun 2020
Hypernetwork-Based Augmentation Chih-Yang Chen Che-Han Chang 9 3 0 11 Jun 2020
Image Augmentations for GAN Training Zhengli Zhao Zizhao Zhang Ting-Li Chen Sameer Singh Han Zhang 14 136 0 04 Jun 2020
Interpolation-based semi-supervised learning for object detection Jisoo Jeong Vikas Verma Minsung Hyun Juho Kannala Nojun Kwak 34 73 0 03 Jun 2020
Pseudo-Representation Labeling Semi-Supervised Learning Song-Bo Yang Tian-li Yu 11 3 0 31 May 2020
High-order structure preserving graph neural network for few-shot learning Guangfeng Lin Ying Yang Y. Fan Xiao-bing Kang Kaiyang Liao Fan Zhao 6 1 0 29 May 2020
SCAN: Learning to Classify Images without Labels Wouter Van Gansbeke Simon Vandenhende Stamatios Georgoulis M. Proesmans Luc Van Gool VLM SSL 22 523 0 25 May 2020
What Makes for Good Views for Contrastive Learning? Yonglong Tian Chen Sun Ben Poole Dilip Krishnan Cordelia Schmid Phillip Isola SSL 11 1,302 0 20 May 2020
Neural Architecture Transfer Zhichao Lu Gautam Sreekumar E. Goodman W. Banzhaf Kalyanmoy Deb Vishnu Naresh Boddeti AAML 8 150 0 12 May 2020
A Simple Semi-Supervised Learning Framework for Object Detection Kihyuk Sohn Zizhao Zhang Chun-Liang Li Han Zhang Chen-Yu Lee Tomas Pfister 18 492 0 10 May 2020