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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
A simple but strong baseline for online continual learning: Repeated Augmented Rehearsal Yaqian Zhang Bernhard Pfahringer E. Frank Albert Bifet N. Lim Yunzhe Jia CLL 181 44 0 28 Sep 2022
UniCLIP: Unified Framework for Contrastive Language-Image Pre-training Janghyeon Lee Jongsuk Kim Hyounguk Shon Bumsoo Kim Seung Wook Kim Honglak Lee Junmo Kim CLIP VLM 138 58 0 27 Sep 2022
Out-of-Distribution Detection with Hilbert-Schmidt Independence Optimization Jingyang Lin Yu Wang Qi Cai Yingwei Pan Ting Yao Hongyang Chao Tao Mei OODD 54 3 0 26 Sep 2022
MaxMatch: Semi-Supervised Learning with Worst-Case Consistency Yangbangyan Jiang Xiaodan Li Xiaodan Li YueFeng Chen Yuan He Qianqian Xu Zhiyong Yang Xiaochun Cao Qingming Huang 70 19 0 26 Sep 2022
TeST: Test-time Self-Training under Distribution Shift Samarth Sinha Peter V. Gehler Francesco Locatello Bernt Schiele TTA OOD 113 25 0 23 Sep 2022
Mega: Moving Average Equipped Gated Attention Xuezhe Ma Chunting Zhou Xiang Kong Junxian He Liangke Gui Graham Neubig Jonathan May Luke Zettlemoyer 133 185 0 21 Sep 2022
Bootstrap Generalization Ability from Loss Landscape Perspective Huanran Chen Shitong Shao Ziyi Wang Zirui Shang Jin Chen Xiaofeng Ji Xinxiao Wu OOD 130 19 0 18 Sep 2022
Enhance the Visual Representation via Discrete Adversarial Training Xiaofeng Mao YueFeng Chen Ranjie Duan Yao Zhu Gege Qi Shaokai Ye Xiaodan Li Rong Zhang Hui Xue 105 33 0 16 Sep 2022
OmniVL:One Foundation Model for Image-Language and Video-Language Tasks Junke Wang Dongdong Chen Zuxuan Wu Chong Luo Luowei Zhou Yucheng Zhao Yujia Xie Ce Liu Yu-Gang Jiang Lu Yuan MLLM VLM 128 153 0 15 Sep 2022
A Light Recipe to Train Robust Vision Transformers Edoardo Debenedetti Vikash Sehwag Prateek Mittal ViT 101 71 0 15 Sep 2022
Combining Metric Learning and Attention Heads For Accurate and Efficient Multilabel Image Classification K. Prokofiev V. Sovrasov VLM 79 10 0 14 Sep 2022
Inverse Image Frequency for Long-tailed Image Recognition Konstantinos Panagiotis Alexandridis Shang Luo Anh H. Nguyen Jiankang Deng Stefanos Zafeiriou 86 11 0 11 Sep 2022
CoreDeep: Improving Crack Detection Algorithms Using Width Stochasticity R. Pandey Akshit Achara 242 1 0 10 Sep 2022
Exploring Target Representations for Masked Autoencoders Xingbin Liu Jinghao Zhou Tao Kong Xianming Lin Rongrong Ji 195 52 0 08 Sep 2022
Multi-Granularity Prediction for Scene Text Recognition Peng Wang Cheng Da Cong Yao 136 48 0 08 Sep 2022
Difficulty-Net: Learning to Predict Difficulty for Long-Tailed Recognition Saptarshi Sinha Hiroki Ohashi 112 6 0 07 Sep 2022
Semi-Supervised Domain Adaptation by Similarity based Pseudo-label Injection Abhay Rawat Isha Dua Saurav Gupta Rahul Tallamraju 79 1 0 05 Sep 2022
Feature Alignment by Uncertainty and Self-Training for Source-Free Unsupervised Domain Adaptation JoonHo Lee Gyemin Lee 120 34 0 31 Aug 2022
Local Context-Aware Active Domain Adaptation Tao Sun Cheng Lu Haibin Ling 67 9 0 26 Aug 2022
Calibrated Selective Classification Adam Fisch Tommi Jaakkola Regina Barzilay 85 17 0 25 Aug 2022
gSwin: Gated MLP Vision Model with Hierarchical Structure of Shifted Window Mocho Go Hideyuki Tachibana ViT 66 9 0 24 Aug 2022
Semi-Supervised and Unsupervised Deep Visual Learning: A Survey Yanbei Chen Massimiliano Mancini Xiatian Zhu Zeynep Akata 157 121 0 24 Aug 2022
A Study on the Impact of Data Augmentation for Training Convolutional Neural Networks in the Presence of Noisy Labels E. Santana G. Carneiro F. Cordeiro NoLa 64 6 0 23 Aug 2022
Efficient Attention-free Video Shift Transformers Adrian Bulat Brais Martínez Georgios Tzimiropoulos ViT 53 1 0 23 Aug 2022
FocusFormer: Focusing on What We Need via Architecture Sampler Jing Liu Jianfei Cai Bohan Zhuang 58 8 0 23 Aug 2022
Bag of Tricks for Out-of-Distribution Generalization Zining Chen Weiqiu Wang Zhicheng Zhao Aidong Men Hong Chen 63 2 0 23 Aug 2022
Membership-Doctor: Comprehensive Assessment of Membership Inference Against Machine Learning Models Xinlei He Zheng Li Weilin Xu Cory Cornelius Yang Zhang MIACV 99 25 0 22 Aug 2022
ProtoPFormer: Concentrating on Prototypical Parts in Vision Transformers for Interpretable Image Recognition Mengqi Xue Qihan Huang Haofei Zhang Lechao Cheng Mingli Song Ming-hui Wu Mingli Song ViT 107 56 0 22 Aug 2022
Dynamic Adaptive Threshold based Learning for Noisy Annotations Robust Facial Expression Recognition Darshan Gera Kumar Badveeti Bobbili Veerendra S. Balasubramanian 56 6 0 22 Aug 2022
GCISG: Guided Causal Invariant Learning for Improved Syn-to-real Generalization Gilhyun Nam Gyeongjae Choi Kyungmin Lee OOD 64 4 0 22 Aug 2022
A Unified Analysis of Mixed Sample Data Augmentation: A Loss Function Perspective Chanwoo Park Sangdoo Yun Sanghyuk Chun AAML 83 32 0 21 Aug 2022
VLMAE: Vision-Language Masked Autoencoder Su He Taian Guo Tao Dai Ruizhi Qiao Chen Wu Xiujun Shu Bohan Ren VLM 84 11 0 19 Aug 2022
ConMatch: Semi-Supervised Learning with Confidence-Guided Consistency Regularization Jiwon Kim Youngjo Min Daehwan Kim Gyuseong Lee Junyoung Seo Kwang-seok Ryoo Seung Wook Kim 91 43 0 18 Aug 2022
Leukocyte Classification using Multimodal Architecture Enhanced by Knowledge Distillation Litao Yang Deval Mehta Dwarikanath Mahapatra Zongyuan Ge 34 2 0 17 Aug 2022
Multimodal foundation models are better simulators of the human brain Haoyu Lu Qiongyi Zhou Nanyi Fei Zhiwu Lu Mingyu Ding ... Changde Du Xin Zhao Haoran Sun Huiguang He J. Wen AI4CE 85 13 0 17 Aug 2022
Data-Efficient Vision Transformers for Multi-Label Disease Classification on Chest Radiographs F. Behrendt Debayan Bhattacharya Julia Kruger R. Opfer Alexander Schlaefer ViT MedIm 39 6 0 17 Aug 2022
Urban feature analysis from aerial remote sensing imagery using self-supervised and semi-supervised computer vision Sachith Seneviratne J. Wijnands K. Nice Haifeng Zhao B. Godic ... Rajith Vidanaarachchi Mark Stevenson L. Garcia R. Hunter Jason Thompson SSL 84 2 0 17 Aug 2022
Data Augmentation is a Hyperparameter: Cherry-picked Self-Supervision for Unsupervised Anomaly Detection is Creating the Illusion of Success Jaemin Yoo Tianchen Zhao Leman Akoglu 141 8 0 16 Aug 2022
Adan: Adaptive Nesterov Momentum Algorithm for Faster Optimizing Deep Models Xingyu Xie Pan Zhou Huan Li Zhouchen Lin Shuicheng Yan ODL 94 169 0 13 Aug 2022
USB: A Unified Semi-supervised Learning Benchmark for Classification Yidong Wang Hao Chen Yue Fan Wangbin Sun R. Tao ... T. Shinozaki Bernt Schiele Jindong Wang Xingxu Xie Yue Zhang 96 119 0 12 Aug 2022
RenyiCL: Contrastive Representation Learning with Skew Renyi Divergence Kyungmin Lee Jinwoo Shin SSL DRL 99 10 0 12 Aug 2022
MILAN: Masked Image Pretraining on Language Assisted Representation Zejiang Hou Fei Sun Yen-kuang Chen Yuan Xie S. Kung ViT 121 70 0 11 Aug 2022
Shifted Windows Transformers for Medical Image Quality Assessment Caner Ozer Arda Güler A. Cansever D. Alis E. Karaarslan Ilkay Oksuz ViT MedIm 42 3 0 11 Aug 2022
Semi-supervised Vision Transformers at Scale Zhaowei Cai Avinash Ravichandran Paolo Favaro Manchen Wang Davide Modolo Rahul Bhotika Zhuowen Tu Stefano Soatto ViT 108 58 0 11 Aug 2022
Improving COVID-19 CT Classification of CNNs by Learning Parameter-Efficient Representation Yujia Xu Hak-Keung Lam Guangyu Jia Jian Jiang J. Liao Xinqi Bao OOD 91 71 0 09 Aug 2022
RDA: Reciprocal Distribution Alignment for Robust Semi-supervised Learning Yue Duan Lei Qi Lei Wang Luping Zhou Yinghuan Shi OOD 74 11 0 09 Aug 2022
Bayesian Pseudo Labels: Expectation Maximization for Robust and Efficient Semi-Supervised Segmentation Moucheng Xu Yukun Zhou Chen Jin M. Groot Daniel C. Alexander N. Oxtoby Yipeng Hu Joseph Jacob VLM OOD 34 12 0 08 Aug 2022
Class Is Invariant to Context and Vice Versa: On Learning Invariance for Out-Of-Distribution Generalization Jiaxin Qi Kaihua Tang Qianru Sun Xiansheng Hua Hanwang Zhang 85 12 0 06 Aug 2022
Constructing Balance from Imbalance for Long-tailed Image Recognition Yue Xu Yong-Lu Li Jiefeng Li Cewu Lu CVBM 96 31 0 04 Aug 2022
GPPF: A General Perception Pre-training Framework via Sparsely Activated Multi-Task Learning Benyuan Sun Jinqiao Dai Zihao Liang Cong Liu Yi Yang Bo Bai MoE 75 4 0 03 Aug 2022