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
Filtering Empty Camera Trap Images in Embedded Systems Fagner Cunha E. M. Santos R. Barreto J. Colonna 29 14 0 18 Apr 2021
Higher Order Recurrent Space-Time Transformer for Video Action Prediction Tsung-Ming Tai G. Fiameni Cheng-Kuang Lee O. Lanz 22 9 0 17 Apr 2021
Vision Transformer Pruning Mingjian Zhu Yehui Tang Kai Han ViT 11 90 0 17 Apr 2021
Contrastive Learning with Stronger Augmentations Xiao Wang Guo-Jun Qi CLL 17 219 0 15 Apr 2021
A Simple Baseline for Semi-supervised Semantic Segmentation with Strong Data Augmentation Jianlong Yuan Yifan Liu Chunhua Shen Zhibin Wang Hao Li 6 110 0 15 Apr 2021
Escaping the Big Data Paradigm with Compact Transformers Ali Hassani Steven Walton Nikhil Shah Abulikemu Abuduweili Jiachen Li Humphrey Shi 54 462 0 12 Apr 2021
All Labels Are Not Created Equal: Enhancing Semi-supervision via Label Grouping and Co-training Islam Nassar Samitha Herath Ehsan Abbasnejad Wray L. Buntine Gholamreza Haffari VLM 19 55 0 12 Apr 2021
Direct Differentiable Augmentation Search Aoming Liu Zehao Huang Zhiwu Huang Naiyan Wang 25 32 0 09 Apr 2021
Robust Training of Social Media Image Classification Models for Rapid Disaster Response Firoj Alam Tanvirul Alam Muhammad Imran Ferda Ofli OOD VLM 24 14 0 09 Apr 2021
InAugment: Improving Classifiers via Internal Augmentation Moab Arar Ariel Shamir Amit H. Bermano 11 2 0 08 Apr 2021
Contrastive Syn-to-Real Generalization Wuyang Chen Zhiding Yu Shalini De Mello Sifei Liu J. Álvarez Zhangyang Wang Anima Anandkumar 15 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 17 41 0 02 Apr 2021
Multiview Pseudo-Labeling for Semi-supervised Learning from Video Bo Xiong Haoqi Fan Kristen Grauman Christoph Feichtenhofer SSL 22 49 0 01 Apr 2021
A Realistic Evaluation of Semi-Supervised Learning for Fine-Grained Classification Jong-Chyi Su Zezhou Cheng Subhransu Maji 23 57 0 01 Apr 2021
Jigsaw Clustering for Unsupervised Visual Representation Learning Pengguang Chen Shu-Lin Liu Jiaya Jia SSL VLM 25 52 0 01 Apr 2021
EfficientNetV2: Smaller Models and Faster Training Mingxing Tan Quoc V. Le EgoV 14 2,606 0 01 Apr 2021
Going deeper with Image Transformers Hugo Touvron Matthieu Cord Alexandre Sablayrolles Gabriel Synnaeve Hervé Jégou ViT 25 986 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 34 324 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 35 49 0 31 Mar 2021
SimPLE: Similar Pseudo Label Exploitation for Semi-Supervised Classification Zijian Hu Zhengyu Yang Xuefeng Hu Ram Nevatia 14 141 0 30 Mar 2021
Learning Representational Invariances for Data-Efficient Action Recognition Yuliang Zou Jinwoo Choi Qitong Wang Jia-Bin Huang 14 39 0 30 Mar 2021
Enabling Data Diversity: Efficient Automatic Augmentation via Regularized Adversarial Training Yunhe Gao Zhiqiang Tang Mu Zhou Dimitris N. Metaxas MedIm 17 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 19 158 0 30 Mar 2021
ViViT: A Video Vision Transformer Anurag Arnab Mostafa Dehghani G. Heigold Chen Sun Mario Lucic Cordelia Schmid ViT 30 2,086 0 29 Mar 2021
Regular Polytope Networks F. Pernici Matteo Bruni C. Baecchi A. Bimbo 21 26 0 29 Mar 2021
Elsa: Energy-based learning for semi-supervised anomaly detection Sungwon Han Hyeonho Song Seungeon Lee Sungwon Park M. Cha 27 12 0 29 Mar 2021
CrossViT: Cross-Attention Multi-Scale Vision Transformer for Image Classification Chun-Fu Chen Quanfu Fan Rameswar Panda ViT 28 1,420 0 27 Mar 2021
DivAug: Plug-in Automated Data Augmentation with Explicit Diversity Maximization Zirui Liu Haifeng Jin Ting-Hsiang Wang Kaixiong Zhou Xia Hu 16 23 0 26 Mar 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng-Wei Zhang Stephen Lin B. Guo ViT 130 20,677 0 25 Mar 2021
Designing a Practical Degradation Model for Deep Blind Image Super-Resolution K. Zhang Jingyun Liang Luc Van Gool Radu Timofte 31 569 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 20 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 27 73 0 24 Mar 2021
Co-matching: Combating Noisy Labels by Augmentation Anchoring Yangdi Lu Yang Bo Wenbo He NoLa 19 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 29 72 0 23 Mar 2021
Dilated SpineNet for Semantic Segmentation Abdullah M. Rashwan Xianzhi Du Xiaoqi Yin Jing Li SSeg 15 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 42 510 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 21 10 0 22 Mar 2021
Local Patch AutoAugment with Multi-Agent Collaboration Shiqi Lin Tao Yu Ruoyu Feng Xin Li Xin Jin Zhibo Chen 11 15 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 19 0 0 19 Mar 2021
MSMatch: Semi-Supervised Multispectral Scene Classification with Few Labels Pablo Gómez Gabriele Meoni 37 34 0 18 Mar 2021
TrivialAugment: Tuning-free Yet State-of-the-Art Data Augmentation Samuel G. Müller Frank Hutter ViT MQ 16 274 0 18 Mar 2021
Hierarchical Attention-based Age Estimation and Bias Estimation Shakediel Hiba Y. Keller CVBM 27 10 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 13 9 0 17 Mar 2021
SPICE: Semantic Pseudo-labeling for Image Clustering Chuang Niu Hongming Shan Ge Wang VLM 27 144 0 17 Mar 2021
Principled Ultrasound Data Augmentation for Classification of Standard Planes L. Hin Yuan Lee Gao J. Alison 17 15 0 14 Mar 2021
Revisiting ResNets: Improved Training and Scaling Strategies Irwan Bello W. Fedus Xianzhi Du E. D. Cubuk A. Srinivas Tsung-Yi Lin Jonathon Shlens Barret Zoph 27 297 0 13 Mar 2021
MixMo: Mixing Multiple Inputs for Multiple Outputs via Deep Subnetworks Alexandre Ramé Rémy Sun Matthieu Cord UQCV 35 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 27 21 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 20 16 0 08 Mar 2021
Consistency Regularization for Adversarial Robustness Jihoon Tack Sihyun Yu Jongheon Jeong Minseon Kim S. Hwang Jinwoo Shin AAML 31 57 0 08 Mar 2021