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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
Contrastive Syn-to-Real Generalization Wuyang Chen Zhiding Yu Shalini De Mello Sifei Liu J. Álvarez Zhangyang Wang Anima Anandkumar 63 46 0 06 Apr 2021
Defending Against Image Corruptions Through Adversarial Augmentations D. A. Calian Florian Stimberg Olivia Wiles Sylvestre-Alvise Rebuffi András Gyorgy Timothy A. Mann Sven Gowal AAML 84 41 0 02 Apr 2021
Multiview Pseudo-Labeling for Semi-supervised Learning from Video Bo Xiong Haoqi Fan Kristen Grauman Christoph Feichtenhofer SSL 70 51 0 01 Apr 2021
A Realistic Evaluation of Semi-Supervised Learning for Fine-Grained Classification Jong-Chyi Su Zezhou Cheng Subhransu Maji 95 57 0 01 Apr 2021
Jigsaw Clustering for Unsupervised Visual Representation Learning Pengguang Chen Shu Liu Jiaya Jia SSL VLM 85 55 0 01 Apr 2021
EfficientNetV2: Smaller Models and Faster Training Mingxing Tan Quoc V. Le EgoV 147 2,752 0 01 Apr 2021
Going deeper with Image Transformers Hugo Touvron Matthieu Cord Alexandre Sablayrolles Gabriel Synnaeve Hervé Jégou ViT 181 1,025 0 31 Mar 2021
Rainbow Memory: Continual Learning with a Memory of Diverse Samples Jihwan Bang Heesu Kim Y. Yoo Jung-Woo Ha Jonghyun Choi CLL 118 346 0 31 Mar 2021
Scale-aware Automatic Augmentation for Object Detection Yukang Chen Yanwei Li Tao Kong Lu Qi Ruihang Chu Lei Li Jiaya Jia 103 51 0 31 Mar 2021
SimPLE: Similar Pseudo Label Exploitation for Semi-Supervised Classification Zijian Hu Zhengyu Yang Xuefeng Hu Ram Nevatia 59 145 0 30 Mar 2021
Learning Representational Invariances for Data-Efficient Action Recognition Yuliang Zou Jinwoo Choi Qitong Wang Jia-Bin Huang 95 41 0 30 Mar 2021
Enabling Data Diversity: Efficient Automatic Augmentation via Regularized Adversarial Training Yunhe Gao Zhiqiang Tang Mu Zhou Dimitris N. Metaxas MedIm 47 18 0 30 Mar 2021
Progressive Domain Expansion Network for Single Domain Generalization Lei Li Ke Gao Juan Cao Ziyao Huang Yepeng Weng Xiaoyue Mi Zhengze Yu Xiaoya Li Boyang Xia OOD AI4CE 66 169 0 30 Mar 2021
ViViT: A Video Vision Transformer Anurag Arnab Mostafa Dehghani G. Heigold Chen Sun Mario Lucic Cordelia Schmid ViT 240 2,175 0 29 Mar 2021
Regular Polytope Networks F. Pernici Matteo Bruni C. Baecchi A. Bimbo 85 26 0 29 Mar 2021
Elsa: Energy-based learning for semi-supervised anomaly detection Sungwon Han Hyeonho Song Seungeon Lee Sungwon Park M. Cha 83 12 0 29 Mar 2021
CrossViT: Cross-Attention Multi-Scale Vision Transformer for Image Classification Chun-Fu Chen Quanfu Fan Yikang Shen ViT 73 1,497 0 27 Mar 2021
DivAug: Plug-in Automated Data Augmentation with Explicit Diversity Maximization Zirui Liu Haifeng Jin Ting-Hsiang Wang Kaixiong Zhou Helen Zhou 53 23 0 26 Mar 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin B. Guo ViT 497 21,656 0 25 Mar 2021
Designing a Practical Degradation Model for Deep Blind Image Super-Resolution Peng Sun Christos Sakaridis Luc Van Gool Radu Timofte 150 600 0 25 Mar 2021
Disentanglement-based Cross-Domain Feature Augmentation for Effective Unsupervised Domain Adaptive Person Re-identification Zhizheng Zhang Cuiling Lan Wenjun Zeng Quanzeng You Zicheng Liu Kecheng Zheng Zhibo Chen 69 3 0 25 Mar 2021
AutoMix: Unveiling the Power of Mixup for Stronger Classifiers Zicheng Liu Siyuan Li Di Wu Jianzhu Guo Zhiyuan Chen Lirong Wu Stan Z. Li 114 78 0 24 Mar 2021
Co-matching: Combating Noisy Labels by Augmentation Anchoring Yangdi Lu Yang Bo Wenbo He NoLa 50 7 0 23 Mar 2021
Robust and Accurate Object Detection via Adversarial Learning Xiangning Chen Cihang Xie Mingxing Tan Li Zhang Cho-Jui Hsieh Boqing Gong AAML 72 72 0 23 Mar 2021
Dilated SpineNet for Semantic Segmentation Abdullah M. Rashwan Xianzhi Du Xiaoqi Yin Jing Li SSeg 65 7 0 23 Mar 2021
DeepViT: Towards Deeper Vision Transformer Daquan Zhou Bingyi Kang Xiaojie Jin Linjie Yang Xiaochen Lian Zihang Jiang Qibin Hou Jiashi Feng ViT 119 525 0 22 Mar 2021
AutoSpace: Neural Architecture Search with Less Human Interference Daquan Zhou Xiaojie Jin Xiaochen Lian Linjie Yang Yujing Xue Qibin Hou Jiashi Feng 68 10 0 22 Mar 2021
Local Patch AutoAugment with Multi-Agent Collaboration Shiqi Lin Tao Yu Ruoyu Feng Xin Li Xin Jin Zhibo Chen 46 16 0 20 Mar 2021
Carton dataset synthesis method for domain shift based on foreground texture decoupling and replacement L. Gou Shengkai Wu Jinrong Yang Hangchen Yu Chenxi Lin Xiaoping Li Chao Deng 56 0 0 19 Mar 2021
MSMatch: Semi-Supervised Multispectral Scene Classification with Few Labels Pablo Gómez Gabriele Meoni 104 36 0 18 Mar 2021
TrivialAugment: Tuning-free Yet State-of-the-Art Data Augmentation Samuel G. Müller Frank Hutter ViT MQ 101 293 0 18 Mar 2021
Hierarchical Attention-based Age Estimation and Bias Estimation Shakediel Hiba Y. Keller CVBM 75 11 0 17 Mar 2021
Temporal Cluster Matching for Change Detection of Structures from Satellite Imagery Caleb Robinson Anthony Ortiz J. L. Ferres Brandon R. Anderson Daniel E. Ho 53 9 0 17 Mar 2021
SPICE: Semantic Pseudo-labeling for Image Clustering Chuang Niu Hongming Shan Ge Wang VLM 203 154 0 17 Mar 2021
Principled Ultrasound Data Augmentation for Classification of Standard Planes L. Hin Yuan Lee Gao J. Alison 62 16 0 14 Mar 2021
Revisiting ResNets: Improved Training and Scaling Strategies Irwan Bello W. Fedus Xianzhi Du E. D. Cubuk A. Srinivas Nayeon Lee Jonathon Shlens Barret Zoph 98 302 0 13 Mar 2021
MixMo: Mixing Multiple Inputs for Multiple Outputs via Deep Subnetworks Alexandre Ramé Rémy Sun Matthieu Cord UQCV 108 60 0 10 Mar 2021
AutoDO: Robust AutoAugment for Biased Data with Label Noise via Scalable Probabilistic Implicit Differentiation Denis A. Gudovskiy Luca Rigazio Shun Ishizaka Kazuki Kozuka Sotaro Tsukizawa NoLa 65 22 0 10 Mar 2021
Deeply Unsupervised Patch Re-Identification for Pre-training Object Detectors Jian Ding Enze Xie Hang Xu Chenhan Jiang Zhenguo Li Ping Luo Guisong Xia 63 16 0 08 Mar 2021
Consistency Regularization for Adversarial Robustness Jihoon Tack Sihyun Yu Jongheon Jeong Minseon Kim Sung Ju Hwang Jinwoo Shin AAML 111 61 0 08 Mar 2021
Efficient Model Performance Estimation via Feature Histories Shengcao Cao Xiaofang Wang Kris Kitani 120 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 Jan van Gemert VLM 48 12 0 05 Mar 2021
Semi-Supervised Federated Peer Learning for Skin Lesion Classification T. Bdair Nassir Navab Shadi Albarqouni FedML 98 13 0 05 Mar 2021
Cycle Self-Training for Domain Adaptation Hong Liu Jianmin Wang Mingsheng Long 126 179 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 212 1,028 0 04 Mar 2021
Bulk Production Augmentation Towards Explainable Melanoma Diagnosis Kasumi Obi Q. H. Cap N. Umegaki-Arao Masaru Tanaka Hitoshi Iyatomi MedIm 18 0 0 03 Mar 2021
Augmentation Strategies for Learning with Noisy Labels Kento Nishi Yi Ding Alex Rich Tobias Höllerer NoLa 77 118 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 121 276 0 02 Mar 2021
A Survey on Deep Semi-supervised Learning Xiangli Yang Zixing Song Irwin King Zenglin Xu 110 594 0 28 Feb 2021
Transformer in Transformer Kai Han An Xiao Enhua Wu Jianyuan Guo Chunjing Xu Yunhe Wang ViT 403 1,592 0 27 Feb 2021