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
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 33 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 18 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 11 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 43 3 0 24 Aug 2021
Construction material classification on imbalanced datasets using Vision Transformer (ViT) architecture Maryam Soleymani Mahdi Bonyani Hadi Mahami F. Nasirzadeh 16 1 0 21 Aug 2021
SemiFed: Semi-supervised Federated Learning with Consistency and Pseudo-Labeling Haowen Lin Jian Lou Li Xiong Cyrus Shahabi FedML 21 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 26 70 0 20 Aug 2021
Semi-supervised learning for medical image classification using imbalanced training data T. Huynh Aiden Nibali Zhen He 11 69 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 9 0 0 18 Aug 2021
DRAEM -- A discriminatively trained reconstruction embedding for surface anomaly detection Vitjan Zavrtanik Matej Kristan D. Skočaj 30 584 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 31 19 0 16 Aug 2021
MUSIQ: Multi-scale Image Quality Transformer Junjie Ke Qifei Wang Yilin Wang P. Milanfar Feng Yang 165 624 0 12 Aug 2021
RaftMLP: How Much Can Be Done Without Attention and with Less Spatial Locality? Yuki Tatsunami Masato Taki 24 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 C. L. P. Chen C. Qin Cheng Ouyang Zeju Li Shuo Wang Huaqi Qiu Liang Chen G. Tarroni Wenjia Bai Daniel Rueckert GAN MedIm 59 40 0 07 Aug 2021
Residual Attention: A Simple but Effective Method for Multi-Label Recognition Ke Zhu Jianxin Wu 29 134 0 05 Aug 2021
Vision Transformer with Progressive Sampling Xiaoyu Yue Shuyang Sun Zhanghui Kuang Meng Wei Philip H. S. Torr Wayne Zhang Dahua Lin ViT 16 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 17 4 0 31 Jul 2021
Greedy Network Enlarging Chuanjian Liu Kai Han An Xiao Yiping Deng Wei Zhang Chunjing Xu Yunhe Wang 8 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 32 257 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 20 565 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 98 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 13 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 22 21 0 27 Jul 2021
Contextual Transformer Networks for Visual Recognition Yehao Li Ting Yao Yingwei Pan Tao Mei ViT 22 468 0 26 Jul 2021
Parametric Contrastive Learning Jiequan Cui Zhisheng Zhong Shu-Lin Liu Bei Yu Jiaya Jia 19 269 0 26 Jul 2021
Augmentation Pathways Network for Visual Recognition Yalong Bai Mohan Zhou Wei Zhang Bowen Zhou Tao Mei 28 3 0 26 Jul 2021
Go Wider Instead of Deeper Fuzhao Xue Ziji Shi Futao Wei Yuxuan Lou Yong Liu Yang You ViT MoE 17 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 39 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 40 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 18 187 0 22 Jul 2021
Geometric Data Augmentation Based on Feature Map Ensemble Takashi Shibata Masayuki Tanaka Masatoshi Okutomi 22 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 19 231 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 26 21 0 21 Jul 2021
An overview of mixing augmentation methods and augmentation strategies Dominik Lewy Jacek Mañdziuk 23 60 0 21 Jul 2021
ReSSL: Relational Self-Supervised Learning with Weak Augmentation Mingkai Zheng Shan You Fei-Yue Wang Chao Qian Changshui Zhang Xiaogang Wang Chang Xu 23 113 0 20 Jul 2021
Self-Supervised Aggregation of Diverse Experts for Test-Agnostic Long-Tailed Recognition Yifan Zhang Bryan Hooi Lanqing Hong Jiashi Feng 17 126 0 20 Jul 2021
Align before Fuse: Vision and Language Representation Learning with Momentum Distillation Junnan Li Ramprasaath R. Selvaraju Akhilesh Deepak Gotmare Shafiq R. Joty Caiming Xiong S. Hoi FaML 56 1,886 0 16 Jul 2021
BiSTF: Bilateral-Branch Self-Training Framework for Semi-Supervised Large-scale Fine-Grained Recognition Hao Chang Guochen Xie Jun Yu Q. Ling 8 0 0 14 Jul 2021
Learning a Discriminant Latent Space with Neural Discriminant Analysis Mai Lan Ha Gianni Franchi Emanuel Aldea V. Blanz 14 1 0 13 Jul 2021
Semi-Supervised Learning with Multi-Head Co-Training Mingcai Chen Yuntao Du Yi Zhang Shuwei Qian Chong-Jun Wang 14 28 0 10 Jul 2021
Accuracy on the Line: On the Strong Correlation Between Out-of-Distribution and In-Distribution Generalization John Miller Rohan Taori Aditi Raghunathan Shiori Sagawa Pang Wei Koh Vaishaal Shankar Percy Liang Y. Carmon Ludwig Schmidt OODD OOD 20 266 0 09 Jul 2021
Learning Invariant Representation with Consistency and Diversity for Semi-supervised Source Hypothesis Transfer Xiaodong Wang Junbao Zhuo Shuhao Cui Shuhui Wang 19 6 0 07 Jul 2021
CSWin Transformer: A General Vision Transformer Backbone with Cross-Shaped Windows Xiaoyi Dong Jianmin Bao Dongdong Chen Weiming Zhang Nenghai Yu Lu Yuan Dong Chen B. Guo ViT 25 953 0 01 Jul 2021