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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"

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Title
IIE-NLP-Eyas at SemEval-2021 Task 4: Enhancing PLM for ReCAM with Special Tokens, Re-Ranking, Siamese Encoders and Back Translation Yuqiang Xie Luxi Xing Wei Peng Yue Hu 47 4 0 25 Feb 2021
Model-Based Domain Generalization Alexander Robey George J. Pappas Hamed Hassani OOD 125 131 0 23 Feb 2021
Conditional Positional Encodings for Vision Transformers Xiangxiang Chu Zhi Tian Bo Zhang Xinlong Wang Chunhua Shen ViT 146 625 0 22 Feb 2021
Analyzing Overfitting under Class Imbalance in Neural Networks for Image Segmentation Zeju Li Konstantinos Kamnitsas Ben Glocker SSeg UQCV 93 129 0 20 Feb 2021
Hard-Attention for Scalable Image Classification Athanasios Papadopoulos Pawel Korus N. Memon 114 25 0 20 Feb 2021
CReST: A Class-Rebalancing Self-Training Framework for Imbalanced Semi-Supervised Learning Chen Wei Kihyuk Sohn Clayton Mellina Alan Yuille Fan Yang CLL 116 266 0 18 Feb 2021
DeeperForensics Challenge 2020 on Real-World Face Forgery Detection: Methods and Results Liming Jiang Z. Guo Wayne Wu Zhaoyang Liu Ziwei Liu ... Feiyue Huang Liujuan Cao Rongrong Ji Changlei Lu Ganchao Tan CVBM 76 11 0 18 Feb 2021
Sinkhorn Label Allocation: Semi-Supervised Classification via Annealed Self-Training Kai Sheng Tai Peter Bailis Gregory Valiant OT 77 44 0 17 Feb 2021
LambdaNetworks: Modeling Long-Range Interactions Without Attention Irwan Bello 354 181 0 17 Feb 2021
Adaptive Weighting Scheme for Automatic Time-Series Data Augmentation Elizabeth Fons Paula Dawson Xiao-Jun Zeng J. Keane Alexandros Iosifidis AI4TS 62 23 0 16 Feb 2021
ReRankMatch: Semi-Supervised Learning with Semantics-Oriented Similarity Representation T. Tran Mingu Kang Daeyoung Kim 47 1 0 12 Feb 2021
High-Performance Large-Scale Image Recognition Without Normalization Andrew Brock Soham De Samuel L. Smith Karen Simonyan VLM 311 525 0 11 Feb 2021
DetCo: Unsupervised Contrastive Learning for Object Detection Enze Xie Jian Ding Wenhai Wang Xiaohang Zhan Hang Xu Peize Sun Zhenguo Li Ping Luo 101 325 0 09 Feb 2021
Self-supervised driven consistency training for annotation efficient histopathology image analysis C. Srinidhi Seung Wook Kim Fu-Der Chen Anne L. Martel SSL 101 111 0 07 Feb 2021
Deep Semi-Supervised Learning for Time Series Classification Jann Goschenhofer Rasmus Hvingelby David Rügamer Janek Thomas Moritz Wagner B. Bischl AI4TS 46 12 0 06 Feb 2021
Sill-Net: Feature Augmentation with Separated Illumination Representation Hanwang Zhang Zhong Cao Ziang Yan Changshui Zhang 105 26 0 06 Feb 2021
ViLT: Vision-and-Language Transformer Without Convolution or Region Supervision Wonjae Kim Bokyung Son Ildoo Kim VLM CLIP 167 1,771 0 05 Feb 2021
In-Loop Meta-Learning with Gradient-Alignment Reward Samuel G. Müller André Biedenkapp Frank Hutter OOD 110 2 0 05 Feb 2021
CrossNorm and SelfNorm for Generalization under Distribution Shifts Zhiqiang Tang Yunhe Gao Yi Zhu Zhi-Li Zhang Mu Li Dimitris N. Metaxas OOD 78 53 0 04 Feb 2021
Semi-Supervised Action Recognition with Temporal Contrastive Learning Ankit Singh Omprakash Chakraborty Ashutosh Varshney Yikang Shen Rogerio Feris Kate Saenko Abir Das 82 99 0 04 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 58 121 0 02 Feb 2021
Video Transformer Network Daniel Neimark Omri Bar Maya Zohar Dotan Asselmann ViT 280 434 0 01 Feb 2021
Semi-supervised Sound Event Detection using Random Augmentation and Consistency Regularization Xiaofei Li 22 1 0 30 Jan 2021
Surprisingly Simple Semi-Supervised Domain Adaptation with Pretraining and Consistency Samarth Mishra Kate Saenko Venkatesh Saligrama 69 29 0 29 Jan 2021
tf.data: A Machine Learning Data Processing Framework D. Murray Jiří Šimša Ana Klimovic Ihor Indyk PINN AI4CE LMTD 127 90 0 28 Jan 2021
Bottleneck Transformers for Visual Recognition A. Srinivas Nayeon Lee Niki Parmar Jonathon Shlens Pieter Abbeel Ashish Vaswani SLR 369 997 0 27 Jan 2021
Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation Pan Zhang Bo Zhang Ting Zhang Dong Chen Yong Wang Fang Wen 182 498 0 26 Jan 2021
Improving Few-Shot Learning with Auxiliary Self-Supervised Pretext Tasks N. Simard Guillaume Lagrange SSL 39 5 0 24 Jan 2021
Memory-Efficient Semi-Supervised Continual Learning: The World is its Own Replay Buffer James Smith Jonathan C. Balloch Yen-Chang Hsu Z. Kira CLL 187 38 0 23 Jan 2021
HANA: A HAndwritten NAme Database for Offline Handwritten Text Recognition Christian Moller Dahl Torben S. D. Johansen Emil N. Sørensen Simon Wittrock 28 0 0 22 Jan 2021
Characterizing signal propagation to close the performance gap in unnormalized ResNets Andrew Brock Soham De Samuel L. Smith 193 123 0 21 Jan 2021
An Empirical Study and Analysis on Open-Set Semi-Supervised Learning Huixiang Luo Hao Cheng Fanxu Meng Yuting Gao Ke Li Mengdan Zhang Xing Sun 67 8 0 19 Jan 2021
SelfMatch: Combining Contrastive Self-Supervision and Consistency for Semi-Supervised Learning Byoungjip Kim Jinho Choo Yeong-Dae Kwon Seongho Joe Seungjai Min Youngjune Gwon SSL 87 51 0 16 Jan 2021
Re-labeling ImageNet: from Single to Multi-Labels, from Global to Localized Labels Sangdoo Yun Seong Joon Oh Byeongho Heo Dongyoon Han Junsuk Choe Sanghyuk Chun 501 147 0 13 Jan 2021
A Convergence Theory Towards Practical Over-parameterized Deep Neural Networks Asaf Noy Yi Tian Xu Y. Aflalo Lihi Zelnik-Manor Rong Jin 68 3 0 12 Jan 2021
Octave Mix: Data augmentation using frequency decomposition for activity recognition Tatsuhito Hasegawa 81 3 0 08 Jan 2021
Low-cost and high-performance data augmentation for deep-learning-based skin lesion classification Shuwei Shen Mengjuan Xu Fan Zhang Pengfei Shao Honghong Liu ... Chi Zhang Peng Liu Zhihong Zhang Peng Yao Ronald X. Xu 43 10 0 07 Jan 2021
Training data-efficient image transformers & distillation through attention Hugo Touvron Matthieu Cord Matthijs Douze Francisco Massa Alexandre Sablayrolles Hervé Jégou ViT 397 6,843 0 23 Dec 2020
SENTRY: Selective Entropy Optimization via Committee Consistency for Unsupervised Domain Adaptation Viraj Prabhu Shivam Khare Deeksha Kartik Judy Hoffman 114 135 0 21 Dec 2020
ResizeMix: Mixing Data with Preserved Object Information and True Labels Jie Qin Jiemin Fang Qian Zhang Wenyu Liu Xingang Wang Xinggang Wang 93 86 0 21 Dec 2020
Distilling Optimal Neural Networks: Rapid Search in Diverse Spaces Bert Moons Parham Noorzad Andrii Skliar G. Mariani Dushyant Mehta Chris Lott Tijmen Blankevoort 237 43 0 16 Dec 2020
Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation Golnaz Ghiasi Huayu Chen A. Srinivas Rui Qian Nayeon Lee E. D. Cubuk Quoc V. Le Barret Zoph ISeg 347 995 0 13 Dec 2020
Imitating Interactive Intelligence Josh Abramson Arun Ahuja Iain Barr Arthur Brussee Federico Carnevale ... Greg Wayne Duncan Williams Nathaniel Wong Chen Yan Rui Zhu LM&Ro 89 71 0 10 Dec 2020
Large-Scale Generative Data-Free Distillation Liangchen Luo Mark Sandler Zi Lin A. Zhmoginov Andrew G. Howard 87 43 0 10 Dec 2020
Poisoning Semi-supervised Federated Learning via Unlabeled Data: Attacks and Defenses Yi Liu Lizhen Qu Ruihui Zhao Cong Wang Dusit Niyato Yefeng Zheng 67 6 0 08 Dec 2020
3DIoUMatch: Leveraging IoU Prediction for Semi-Supervised 3D Object Detection He Wang Yezhen Cong Or Litany Yue Gao Leonidas Guibas 3DPC 98 123 0 08 Dec 2020
Semi-Supervised Learning with Variational Bayesian Inference and Maximum Uncertainty Regularization Kien Do T. Tran Svetha Venkatesh BDL 53 3 0 03 Dec 2020
A Self-Supervised Feature Map Augmentation (FMA) Loss and Combined Augmentations Finetuning to Efficiently Improve the Robustness of CNNs Nikhil Kapoor C. Yuan Jonas Löhdefink Roland S. Zimmermann Serin Varghese Fabian Hüger Nico M. Schmidt Peter Schlicht Tim Fingscheidt AAML 39 4 0 02 Dec 2020
A Three-Stage Self-Training Framework for Semi-Supervised Semantic Segmentation Rihuan Ke Angelica Aviles-Rivero Saurabh Pandey Saikumar Reddy Carola-Bibiane Schönlieb 102 52 0 01 Dec 2020
Boosting the Performance of Semi-Supervised Learning with Unsupervised Clustering B. Lerner Guy Shiran D. Weinshall SSL 53 5 0 01 Dec 2020