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
LibFewShot: A Comprehensive Library for Few-shot Learning Wenbin Li Ziyi Ziyi Wang Xuesong Yang C. Dong ... Jing Huo Yinghuan Shi Lei Wang Yang Gao Jiebo Luo VLM 116 66 0 10 Sep 2021
ConvMLP: Hierarchical Convolutional MLPs for Vision Jiachen Li Ali Hassani Steven Walton Humphrey Shi 43 66 0 09 Sep 2021
Vision Transformers For Weeds and Crops Classification Of High Resolution UAV Images Reenul Reedha Eric Dericquebourg R. Canals A. Hafiane ViT 33 115 0 06 Sep 2021
ISyNet: Convolutional Neural Networks design for AI accelerator Alexey Letunovskiy Vladimir Korviakov V. Polovnikov Anastasiia Kargapoltseva I. Mazurenko Yepan Xiong 21 1 0 04 Sep 2021
MitoDet: Simple and robust mitosis detection Jakob Dexl M. Benz Volker Bruns P. Kuritcyn Thomas Wittenberg 25 3 0 02 Sep 2021
Dash: Semi-Supervised Learning with Dynamic Thresholding Yi Tian Xu Lei Shang Jinxing Ye Qi Qian Yu-Feng Li Baigui Sun Hao Li Rong Jin 47 219 0 01 Sep 2021
Hire-MLP: Vision MLP via Hierarchical Rearrangement Jianyuan Guo Yehui Tang Kai Han Xinghao Chen Han Wu Chao Xu Chang Xu Yunhe Wang 46 105 0 30 Aug 2021
Exploring and Improving Mobile Level Vision Transformers Pengguang Chen Yixin Chen Shu Liu Ming Yang Jiaya Jia ViT 29 4 0 30 Aug 2021
A Battle of Network Structures: An Empirical Study of CNN, Transformer, and MLP Yucheng Zhao Guangting Wang Chuanxin Tang Chong Luo Wenjun Zeng Zhengjun Zha 35 69 0 30 Aug 2021
Unsupervised domain adaptation for clinician pose estimation and instance segmentation in the operating room V. Srivastav A. Gangi N. Padoy OOD 28 11 0 26 Aug 2021
Multi-Task Self-Training for Learning General Representations Golnaz Ghiasi Barret Zoph E. D. Cubuk Quoc V. Le Nayeon Lee SSL 24 100 0 25 Aug 2021
StyleAugment: Learning Texture De-biased Representations by Style Augmentation without Pre-defined Textures Sanghyuk Chun Song Park 21 6 0 24 Aug 2021
ParamCrop: Parametric Cubic Cropping for Video Contrastive Learning Zhiwu Qing Ziyuan Huang Shiwei Zhang Mingqian Tang Changxin Gao M. Ang Ronglei Ji Nong Sang 45 3 0 24 Aug 2021
Construction material classification on imbalanced datasets using Vision Transformer (ViT) architecture Maryam Soleymani Mahdi Bonyani Hadi Mahami F. Nasirzadeh 21 1 0 21 Aug 2021
SemiFed: Semi-supervised Federated Learning with Consistency and Pseudo-Labeling Haowen Lin Jian Lou Li Xiong Cyrus Shahabi FedML 29 56 0 21 Aug 2021
Understanding Data Storage and Ingestion for Large-Scale Deep Recommendation Model Training Mark Zhao Niket Agarwal Aarti Basant B. Gedik Satadru Pan ... Kevin Wilfong Harsha Rastogi Carole-Jean Wu Christos Kozyrakis Parikshit Pol GNN 34 70 0 20 Aug 2021
Semi-supervised learning for medical image classification using imbalanced training data T. Huynh Aiden Nibali Zhen He 24 70 0 20 Aug 2021
Semantic Perturbations with Normalizing Flows for Improved Generalization Oğuz Kaan Yüksel Sebastian U. Stich Martin Jaggi Tatjana Chavdarova AAML 29 10 0 18 Aug 2021
Practical X-ray Gastric Cancer Diagnostic Support Using Refined Stochastic Data Augmentation and Hard Boundary Box Training Hideaki Okamoto Takakiyo Nomura K. Nabeshima Jun Hashimoto Hitoshi Iyatomi Hitoshi Iyatomi 17 0 0 18 Aug 2021
DRAEM -- A discriminatively trained reconstruction embedding for surface anomaly detection Vitjan Zavrtanik Matej Kristan D. Skočaj 36 585 0 17 Aug 2021
Improving Self-supervised Learning with Hardness-aware Dynamic Curriculum Learning: An Application to Digital Pathology C. Srinidhi Anne L. Martel 36 22 0 16 Aug 2021
Data Augmentation for Scene Text Recognition Rowel Atienza 41 19 0 16 Aug 2021
MUSIQ: Multi-scale Image Quality Transformer Junjie Ke Qifei Wang Yilin Wang P. Milanfar Feng Yang 177 632 0 12 Aug 2021
RaftMLP: How Much Can Be Done Without Attention and with Less Spatial Locality? Yuki Tatsunami Masato Taki 42 12 0 09 Aug 2021
Impact of Aliasing on Generalization in Deep Convolutional Networks C. N. Vasconcelos Hugo Larochelle Vincent Dumoulin Rob Romijnders Nicolas Le Roux Ross Goroshin OOD 74 33 0 07 Aug 2021
Enhancing MR Image Segmentation with Realistic Adversarial Data Augmentation Chen Chen C. Qin Cheng Ouyang Zeju Li Shuo Wang Huaqi Qiu Liang Chen G. Tarroni Wenjia Bai Daniel Rueckert GAN MedIm 62 40 0 07 Aug 2021
Residual Attention: A Simple but Effective Method for Multi-Label Recognition Ke Zhu Jianxin Wu 31 134 0 05 Aug 2021
Vision Transformer with Progressive Sampling Xiaoyu Yue Shuyang Sun Zhanghui Kuang Meng Wei Philip Torr Wayne Zhang Dahua Lin ViT 24 81 0 03 Aug 2021
S $^2$ -MLPv2: Improved Spatial-Shift MLP Architecture for Vision Tan Yu Xu Li Yunfeng Cai Mingming Sun Ping Li 39 50 0 02 Aug 2021
Missingness Augmentation: A General Approach for Improving Generative Imputation Models Yufeng Wang Dan Li Cong Xu Min Yang 30 4 0 31 Jul 2021
Greedy Network Enlarging Chuanjian Liu Kai Han An Xiao Yiping Deng Wei Zhang Chunjing Xu Yunhe Wang 18 3 0 31 Jul 2021
CrossFormer: A Versatile Vision Transformer Hinging on Cross-scale Attention Wenxiao Wang Lulian Yao Long Chen Binbin Lin Deng Cai Xiaofei He Wei Liu 37 259 0 31 Jul 2021
Perceiver IO: A General Architecture for Structured Inputs & Outputs Andrew Jaegle Sebastian Borgeaud Jean-Baptiste Alayrac Carl Doersch Catalin Ionescu ... Olivier J. Hénaff M. Botvinick Andrew Zisserman Oriol Vinyals João Carreira MLLM VLM GNN 22 567 0 30 Jul 2021
DPT: Deformable Patch-based Transformer for Visual Recognition Zhiyang Chen Yousong Zhu Chaoyang Zhao Guosheng Hu Wei Zeng Jinqiao Wang Ming Tang ViT 16 99 0 30 Jul 2021
An explainable two-dimensional single model deep learning approach for Alzheimer's disease diagnosis and brain atrophy localization Fan Zhang Bo Pan Pengfei Shao Peng Liu Shuwei Shen Peng Yao Ronald X. Xu 23 3 0 28 Jul 2021
Automated Human Cell Classification in Sparse Datasets using Few-Shot Learning Reece Walsh Mohamed H. Abdelpakey M. Shehata Mostafa M. Mohamed 3DH 30 21 0 27 Jul 2021
Contextual Transformer Networks for Visual Recognition Yehao Li Ting Yao Yingwei Pan Tao Mei ViT 22 469 0 26 Jul 2021
Parametric Contrastive Learning Jiequan Cui Zhisheng Zhong Shu Liu Bei Yu Jiaya Jia 41 270 0 26 Jul 2021
Augmentation Pathways Network for Visual Recognition Yalong Bai Mohan Zhou Wei Zhang Bowen Zhou Tao Mei 36 3 0 26 Jul 2021
Go Wider Instead of Deeper Fuzhao Xue Ziji Shi Futao Wei Yuxuan Lou Yong Liu Yang You ViT MoE 25 80 0 25 Jul 2021
Multi-Label Image Classification with Contrastive Learning Son D.Dao Ethan Zhao D.Q. Phung Jianfei Cai SSL 21 25 0 24 Jul 2021
Adversarial Reinforced Instruction Attacker for Robust Vision-Language Navigation Bingqian Lin Yi Zhu Yanxin Long Xiaodan Liang QiXiang Ye Liang Lin AAML 43 16 0 23 Jul 2021
Developing efficient transfer learning strategies for robust scene recognition in mobile robotics using pre-trained convolutional neural networks H. Baumgartl Ricardo Buettner 3DPC 54 3 0 23 Jul 2021
LARGE: Latent-Based Regression through GAN Semantics Yotam Nitzan Rinon Gal Ofir Brenner Daniel Cohen-Or GAN 29 26 0 22 Jul 2021
Query2Label: A Simple Transformer Way to Multi-Label Classification Shilong Liu Lei Zhang Xiao Yang Hang Su Jun Zhu 26 187 0 22 Jul 2021
Geometric Data Augmentation Based on Feature Map Ensemble Takashi Shibata Masayuki Tanaka Masatoshi Okutomi 27 0 0 22 Jul 2021
CycleMLP: A MLP-like Architecture for Dense Prediction Shoufa Chen Enze Xie Chongjian Ge Runjian Chen Ding Liang Ping Luo 33 231 0 21 Jul 2021
AUGCO: Augmentation Consistency-guided Self-training for Source-free Domain Adaptive Semantic Segmentation Viraj Prabhu Shivam Khare Deeksha Kartik Judy Hoffman TTA 31 21 0 21 Jul 2021
An overview of mixing augmentation methods and augmentation strategies Dominik Lewy Jacek Mańdziuk 30 61 0 21 Jul 2021
ReSSL: Relational Self-Supervised Learning with Weak Augmentation Mingkai Zheng Shan You Fei Wang Chao Qian Changshui Zhang Xiaogang Wang Chang Xu 23 113 0 20 Jul 2021