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
Efficient Model Performance Estimation via Feature Histories Shengcao Cao Xiaofang Wang Kris M. Kitani 4 1 0 07 Mar 2021
VIPriors 1: Visual Inductive Priors for Data-Efficient Deep Learning Challenges Robert-Jan Bruintjes A. Lengyel Marcos Baptista-Rios O. Kayhan J. C. V. Gemert VLM 14 11 0 05 Mar 2021
Semi-Supervised Federated Peer Learning for Skin Lesion Classification T. Bdair Nassir Navab Shadi Albarqouni FedML 11 12 0 05 Mar 2021
Cycle Self-Training for Domain Adaptation Hong Liu Jianmin Wang Mingsheng Long 22 174 0 05 Mar 2021
Perceiver: General Perception with Iterative Attention Andrew Jaegle Felix Gimeno Andrew Brock Andrew Zisserman Oriol Vinyals João Carreira VLM ViT MDE 48 973 0 04 Mar 2021
Bulk Production Augmentation Towards Explainable Melanoma Diagnosis Kasumi Obi Q. H. Cap N. Umegaki-Arao Masaru Tanaka Hitoshi Iyatomi MedIm 6 0 0 03 Mar 2021
Augmentation Strategies for Learning with Noisy Labels Kento Nishi Yi Ding Alex Rich Tobias Höllerer NoLa 13 116 0 03 Mar 2021
Fixing Data Augmentation to Improve Adversarial Robustness Sylvestre-Alvise Rebuffi Sven Gowal D. A. Calian Florian Stimberg Olivia Wiles Timothy A. Mann AAML 25 268 0 02 Mar 2021
A Survey on Deep Semi-supervised Learning Xiangli Yang Zixing Song Irwin King Zenglin Xu 12 566 0 28 Feb 2021
Transformer in Transformer Kai Han An Xiao Enhua Wu Jianyuan Guo Chunjing Xu Yunhe Wang ViT 284 1,524 0 27 Feb 2021
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 13 4 0 25 Feb 2021
Model-Based Domain Generalization Alexander Robey George J. Pappas Hamed Hassani OOD 45 129 0 23 Feb 2021
Conditional Positional Encodings for Vision Transformers Xiangxiang Chu Zhi Tian Bo-Wen Zhang Xinlong Wang Chunhua Shen ViT 20 602 0 22 Feb 2021
Analyzing Overfitting under Class Imbalance in Neural Networks for Image Segmentation Zeju Li Konstantinos Kamnitsas Ben Glocker SSeg UQCV 4 127 0 20 Feb 2021
Hard-Attention for Scalable Image Classification Athanasios Papadopoulos Pawel Korus N. Memon 62 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 26 256 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 27 11 0 18 Feb 2021
Sinkhorn Label Allocation: Semi-Supervised Classification via Annealed Self-Training Kai Sheng Tai Peter Bailis Gregory Valiant OT 43 43 0 17 Feb 2021
LambdaNetworks: Modeling Long-Range Interactions Without Attention Irwan Bello 267 179 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 13 23 0 16 Feb 2021
ReRankMatch: Semi-Supervised Learning with Semantics-Oriented Similarity Representation T. Tran Mingu Kang Daeyoung Kim 4 1 0 12 Feb 2021
High-Performance Large-Scale Image Recognition Without Normalization Andrew Brock Soham De Samuel L. Smith Karen Simonyan VLM 223 512 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 19 317 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 19 109 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 25 12 0 06 Feb 2021
Sill-Net: Feature Augmentation with Separated Illumination Representation Hanwang Zhang Zhong Cao Ziang Yan Changshui Zhang 13 26 0 06 Feb 2021
ViLT: Vision-and-Language Transformer Without Convolution or Region Supervision Wonjae Kim Bokyung Son Ildoo Kim VLM CLIP 51 1,703 0 05 Feb 2021
In-Loop Meta-Learning with Gradient-Alignment Reward Samuel G. Müller André Biedenkapp Frank Hutter OOD 17 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 22 51 0 04 Feb 2021
Semi-Supervised Action Recognition with Temporal Contrastive Learning Ankit Singh Omprakash Chakraborty Ashutosh Varshney Rameswar Panda Rogerio Feris Kate Saenko Abir Das 25 96 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 21 114 0 02 Feb 2021
Video Transformer Network Daniel Neimark Omri Bar Maya Zohar Dotan Asselmann ViT 198 421 0 01 Feb 2021
Semi-supervised Sound Event Detection using Random Augmentation and Consistency Regularization Xiaofei Li 12 1 0 30 Jan 2021
Surprisingly Simple Semi-Supervised Domain Adaptation with Pretraining and Consistency Samarth Mishra Kate Saenko Venkatesh Saligrama 24 28 0 29 Jan 2021
tf.data: A Machine Learning Data Processing Framework D. Murray Jiří Šimša Ana Klimovic Ihor Indyk PINN AI4CE LMTD 39 87 0 28 Jan 2021
Bottleneck Transformers for Visual Recognition A. Srinivas Tsung-Yi Lin Niki Parmar Jonathon Shlens Pieter Abbeel Ashish Vaswani SLR 290 979 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 25 493 0 26 Jan 2021
Improving Few-Shot Learning with Auxiliary Self-Supervised Pretext Tasks N. Simard Guillaume Lagrange SSL 11 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 129 35 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 16 0 0 22 Jan 2021
Characterizing signal propagation to close the performance gap in unnormalized ResNets Andrew Brock Soham De Samuel L. Smith 28 120 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 17 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 25 52 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 392 142 0 13 Jan 2021
A Convergence Theory Towards Practical Over-parameterized Deep Neural Networks Asaf Noy Yi Tian Xu Y. Aflalo Lihi Zelnik-Manor R. L. Jin 31 3 0 12 Jan 2021
Octave Mix: Data augmentation using frequency decomposition for activity recognition Tatsuhito Hasegawa 25 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 17 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 75 6,563 0 23 Dec 2020
SENTRY: Selective Entropy Optimization via Committee Consistency for Unsupervised Domain Adaptation Viraj Prabhu Shivam Khare Deeksha Kartik Judy Hoffman 35 133 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 17 81 0 21 Dec 2020