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 / 2,002 papers shown

Title
ReSmooth: Detecting and Utilizing OOD Samples when Training with Data Augmentation Chenyang Wang Junjun Jiang Xiong Zhou Xianming Liu 40 3 0 25 May 2022
One-Pixel Shortcut: on the Learning Preference of Deep Neural Networks Shutong Wu Sizhe Chen Cihang Xie X. Huang AAML 51 27 0 24 May 2022
EventMix: An Efficient Augmentation Strategy for Event-Based Data Guobin Shen Dongcheng Zhao Yijing Zeng AI4TS 47 12 0 24 May 2022
mPLUG: Effective and Efficient Vision-Language Learning by Cross-modal Skip-connections Chenliang Li Haiyang Xu Junfeng Tian Wei Wang Ming Yan ... Ji Zhang Songfang Huang Feiran Huang Jingren Zhou Luo Si VLM MLLM 36 213 0 24 May 2022
Multi-Augmentation for Efficient Visual Representation Learning for Self-supervised Pre-training Van-Nhiem Tran Chi-En Huang Shenxiu Liu Kaicheng Yang Timothy Ko Yung-Hui Li SSL 29 0 0 24 May 2022
Active Learning Through a Covering Lens Ofer Yehuda Avihu Dekel Guy Hacohen D. Weinshall 13 48 0 23 May 2022
ADT-SSL: Adaptive Dual-Threshold for Semi-Supervised Learning Zechen Liang Yuansheng Wang Wei Lu Xiaochun Cao 31 0 0 21 May 2022
Knowledge Distillation from A Stronger Teacher Tao Huang Shan You Fei Wang Chao Qian Chang Xu 30 237 0 21 May 2022
A Study on Transformer Configuration and Training Objective Fuzhao Xue Jianghai Chen Aixin Sun Xiaozhe Ren Zangwei Zheng Xiaoxin He Yongming Chen Xin Jiang Yang You 33 7 0 21 May 2022
Masterful: A Training Platform for Computer Vision Models S. Wookey Yaoshiang Ho Thomas D. Rikert Juan David Gil Lopez Juan Manuel Munoz Beancur ... Ray Tawil Aaron Sabin Jack Lynch Travis Harper Nikhil Gajendrakumar VLM 23 1 0 21 May 2022
Mask-guided Vision Transformer (MG-ViT) for Few-Shot Learning Yuzhong Chen Zhe Xiao Lin Zhao Lu Zhang Haixing Dai ... Tuo Zhang Changying Li Dajiang Zhu Tianming Liu Xi Jiang 44 18 0 20 May 2022
A Unified and Biologically-Plausible Relational Graph Representation of Vision Transformers Yuzhong Chen Yu Du Zhe Xiao Lin Zhao Lu Zhang ... Dajiang Zhu Tuo Zhang Xintao Hu Tianming Liu Xi Jiang ViT 27 5 0 20 May 2022
Data Augmentation for Compositional Data: Advancing Predictive Models of the Microbiome E. Gordon-Rodríguez Thomas P. Quinn John P. Cunningham 46 7 0 20 May 2022
Semi-Supervised Learning for Image Classification using Compact Networks in the BioMedical Context Adrián Inés Andrés Díaz-Pinto C. Domínguez Jónathan Heras Eloy J. Mata Vico Pascual 27 1 0 19 May 2022
Gradient Aligned Attacks via a Few Queries Xiangyuan Yang Jie Lin Hanlin Zhang Xinyu Yang Peng Zhao AAML 35 0 0 19 May 2022
Training Vision-Language Transformers from Captions Liangke Gui Yingshan Chang Qiuyuan Huang Subhojit Som Alexander G. Hauptmann Jianfeng Gao Yonatan Bisk VLM ViT 174 11 0 19 May 2022
FreeMatch: Self-adaptive Thresholding for Semi-supervised Learning Yidong Wang Hao Chen Qiang Heng Wenxin Hou Yue Fan ... Marios Savvides T. Shinozaki Bhiksha Raj Bernt Schiele Xing Xie 188 261 0 15 May 2022
ImageSig: A signature transform for ultra-lightweight image recognition Mohamed Ramzy Ibrahim Terry Lyons VLM 19 7 0 13 May 2022
DoubleMatch: Improving Semi-Supervised Learning with Self-Supervision Erik Wallin Lennart Svensson Fredrik Kahl Lars Hammarstrand SSL 14 12 0 11 May 2022
Multi-level Consistency Learning for Semi-supervised Domain Adaptation Zizheng Yan Yushuang Wu Guanbin Li Yipeng Qin Xiaoguang Han Shuguang Cui 22 32 0 09 May 2022
Sequencer: Deep LSTM for Image Classification Yuki Tatsunami Masato Taki VLM ViT 31 78 0 04 May 2022
Scene Clustering Based Pseudo-labeling Strategy for Multi-modal Aerial View Object Classification Jun-chen Yu Hao Chang Keda Lu Liwen Zhang Shenshen Du Zhong Zhang 32 2 0 04 May 2022
In Defense of Image Pre-Training for Spatiotemporal Recognition Xianhang Li Huiyu Wang Chen Wei Jieru Mei Alan Yuille Yuyin Zhou Cihang Xie 30 0 0 03 May 2022
A Comprehensive Survey of Image Augmentation Techniques for Deep Learning Mingle Xu Sook Yoon A. Fuentes D. Park VLM 40 399 0 03 May 2022
Data Determines Distributional Robustness in Contrastive Language Image Pre-training (CLIP) Alex Fang Gabriel Ilharco Mitchell Wortsman Yu Wan Vaishaal Shankar Achal Dave Ludwig Schmidt VLM OOD 33 139 0 03 May 2022
A Simple Approach to Improve Single-Model Deep Uncertainty via Distance-Awareness J. Liu Shreyas Padhy Jie Jessie Ren Zi Lin Yeming Wen Ghassen Jerfel Zachary Nado Jasper Snoek Dustin Tran Balaji Lakshminarayanan UQCV BDL 26 48 0 01 May 2022
Reliable Label Correction is a Good Booster When Learning with Extremely Noisy Labels Kaidi Wang Xiang Peng Shuo Yang Jianfei Yang Zheng Hua Zhu Xinchao Wang Yang You NoLa 24 8 0 30 Apr 2022
Unlocking High-Accuracy Differentially Private Image Classification through Scale Soham De Leonard Berrada Jamie Hayes Samuel L. Smith Borja Balle 35 218 0 28 Apr 2022
Attention Consistency on Visual Corruptions for Single-Source Domain Generalization Ilke Çugu Massimiliano Mancini Yanbei Chen Zeynep Akata OOD 19 44 0 27 Apr 2022
Self-Supervised Text Erasing with Controllable Image Synthesis Gangwei Jiang Shiyao Wang T. Ge Yuning Jiang Ying Wei Defu Lian DiffM 18 12 0 27 Apr 2022
Adaptive Split-Fusion Transformer Zixuan Su Hao Zhang Jingjing Chen Lei Pang Chong-Wah Ngo Yu-Gang Jiang ViT 27 8 0 26 Apr 2022
Deeper Insights into the Robustness of ViTs towards Common Corruptions Rui Tian Zuxuan Wu Qi Dai Han Hu Yu-Gang Jiang ViT AAML 24 4 0 26 Apr 2022
VISTA: Vision Transformer enhanced by U-Net and Image Colorfulness Frame Filtration for Automatic Retail Checkout Md. Istiak Hossain Shihab Nazia Tasnim H. Zunair L. Rupty Nabeel Mohammed 33 8 0 23 Apr 2022
iCAR: Bridging Image Classification and Image-text Alignment for Visual Recognition Yixuan Wei Yue Cao Zheng-Wei Zhang Zhuliang Yao Zhenda Xie Han Hu B. Guo VLM 29 11 0 22 Apr 2022
Diverse Imagenet Models Transfer Better Niv Nayman A. Golbert Asaf Noy Tan Ping Lihi Zelnik-Manor 27 0 0 19 Apr 2022
Image Data Augmentation for Deep Learning: A Survey Suorong Yang Wei-Ting Xiao Mengcheng Zhang Suhan Guo Jian Zhao S. Furao 24 233 0 19 Apr 2022
The Devil is in the Frequency: Geminated Gestalt Autoencoder for Self-Supervised Visual Pre-Training Hao Liu Xinghua Jiang Xin Li Antai Guo Deqiang Jiang Bo Ren 32 37 0 18 Apr 2022
A Survivor in the Era of Large-Scale Pretraining: An Empirical Study of One-Stage Referring Expression Comprehension Gen Luo Yiyi Zhou Jiamu Sun Xiaoshuai Sun Rongrong Ji ObjD 21 10 0 17 Apr 2022
Bidirectional Self-Training with Multiple Anisotropic Prototypes for Domain Adaptive Semantic Segmentation Yulei Lu Yawei Luo Li Zhang Zheyang Li Yi Yang Jun Xiao OOD 19 29 0 16 Apr 2022
Pushing the Performance Limit of Scene Text Recognizer without Human Annotation Caiyuan Zheng Hui Li Seon-Min Rhee Seungju Han Jae-Joon Han Peng Wang 35 12 0 16 Apr 2022
ResT V2: Simpler, Faster and Stronger Qing-Long Zhang Yubin Yang ViT 35 25 0 15 Apr 2022
MiniViT: Compressing Vision Transformers with Weight Multiplexing Jinnian Zhang Houwen Peng Kan Wu Mengchen Liu Bin Xiao Jianlong Fu Lu Yuan ViT 28 124 0 14 Apr 2022
Neighborhood Attention Transformer Ali Hassani Steven Walton Jiacheng Li Shengjia Li Humphrey Shi ViT AI4TS 36 255 0 14 Apr 2022
DeiT III: Revenge of the ViT Hugo Touvron Matthieu Cord Hervé Jégou ViT 48 393 0 14 Apr 2022
CLMLF:A Contrastive Learning and Multi-Layer Fusion Method for Multimodal Sentiment Detection Zhen Li Bing Xu Conghui Zhu T. Zhao 46 71 0 12 Apr 2022
Evaluating Vision Transformer Methods for Deep Reinforcement Learning from Pixels Tianxin Tao Daniele Reda M. van de Panne ViT 11 19 0 11 Apr 2022
Linear Complexity Randomized Self-attention Mechanism Lin Zheng Chong-Jun Wang Lingpeng Kong 22 31 0 10 Apr 2022
Data Augmentation for Electrocardiograms Aniruddh Raghu Divya Shanmugam E. Pomerantsev John Guttag Collin M. Stultz 21 18 0 09 Apr 2022
Solving ImageNet: a Unified Scheme for Training any Backbone to Top Results T. Ridnik Hussam Lawen Emanuel Ben-Baruch Asaf Noy 40 11 0 07 Apr 2022
ECCV Caption: Correcting False Negatives by Collecting Machine-and-Human-verified Image-Caption Associations for MS-COCO Sanghyuk Chun Wonjae Kim Song Park Minsuk Chang Seong Joon Oh VLM 373 43 0 07 Apr 2022