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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
On Efficient Training of Large-Scale Deep Learning Models: A Literature Review Li Shen Yan Sun Zhiyuan Yu Liang Ding Xinmei Tian Dacheng Tao VLM 105 43 0 07 Apr 2023
Rethinking Evaluation Protocols of Visual Representations Learned via Self-supervised Learning Jaehoon Lee Doyoung Yoon Byeongmoon Ji Kyungyul Kim Sangheum Hwang SSL 75 3 0 07 Apr 2023
Supervised Contrastive Learning with Heterogeneous Similarity for Distribution Shifts Takuro Kutsuna 29 1 0 07 Apr 2023
Self-Supervised Video Similarity Learning Giorgos Kordopatis-Zilos Giorgos Tolias Christos Tzelepis I. Kompatsiaris Ioannis Patras Symeon Papadopoulos SSL 58 8 0 06 Apr 2023
Diffusion Models as Masked Autoencoders Chen Wei K. Mangalam Po-Yao (Bernie) Huang Yanghao Li Haoqi Fan Hu Xu Huiyu Wang Cihang Xie Alan Yuille Christoph Feichtenhofer DiffM SyDa 100 53 0 06 Apr 2023
Towards an Effective and Efficient Transformer for Rain-by-snow Weather Removal Tao Gao Yuanbo Wen Kaihao Zhang Peng Cheng Ting Chen ViT 95 5 0 06 Apr 2023
Robustmix: Improving Robustness by Regularizing the Frequency Bias of Deep Nets Jonas Ngnawé Marianne Abémgnigni Njifon Jonathan Heek Yann N. Dauphin OOD 42 5 0 06 Apr 2023
What Affects Learned Equivariance in Deep Image Recognition Models? Robert-Jan Bruintjes Tomasz Motyka Jan van Gemert 114 8 0 05 Apr 2023
Adaptive Data Augmentation for Contrastive Learning Yu-Hui Zhang He Zhu Shan Yu 81 8 0 05 Apr 2023
SMPConv: Self-moving Point Representations for Continuous Convolution Sanghyeon Kim Eunbyung Park 3DPC 73 13 0 05 Apr 2023
DiGA: Distil to Generalize and then Adapt for Domain Adaptive Semantic Segmentation Fengyi Shen A. Gurram Ziyuan Liu He Wang Alois Knoll 84 28 0 05 Apr 2023
Effective Theory of Transformers at Initialization Emily Dinan Sho Yaida Susan Zhang 89 16 0 04 Apr 2023
ERM++: An Improved Baseline for Domain Generalization Piotr Teterwak Kuniaki Saito Theodoros Tsiligkaridis Kate Saenko Bryan A. Plummer OOD 93 10 0 04 Apr 2023
Long-Tailed Visual Recognition via Self-Heterogeneous Integration with Knowledge Excavation Yang Jin Mengke Li Yang Lu Y. Cheung Hanzi Wang 97 26 0 03 Apr 2023
Astroformer: More Data Might not be all you need for Classification Rishit Dagli 107 8 0 03 Apr 2023
Multi-Modal Representation Learning with Text-Driven Soft Masks Jaeyoo Park Bohyung Han SSL 49 4 0 03 Apr 2023
Progressive Random Convolutions for Single Domain Generalization Seokeon Choi Debasmit Das Sungha Choi Seunghan Yang Hyunsin Park Sungrack Yun 103 39 0 02 Apr 2023
Exploring the Limits of Deep Image Clustering using Pretrained Models Nikolas Adaloglou Félix D. P. Michels Hamza Kalisch M. Kollmann VLM 80 29 0 31 Mar 2023
Rethinking Local Perception in Lightweight Vision Transformer Qi Fan Huaibo Huang Jiyang Guan Ran He ViT 51 31 0 31 Mar 2023
A Study of Autoregressive Decoders for Multi-Tasking in Computer Vision Lucas Beyer Bo Wan Gagan Madan Filip Pavetić Andreas Steiner ... Emanuele Bugliarello Tianlin Li Qihang Yu Liang-Chieh Chen Xiaohua Zhai 130 9 0 30 Mar 2023
Streaming Video Model Yucheng Zhao Chong Luo Chuanxin Tang DongDong Chen Noel Codella Zhengjun Zha 79 13 0 30 Mar 2023
Adaptive Cross Batch Normalization for Metric Learning Thalaiyasingam Ajanthan Matt Ma Anton Van Den Hengel Stephen Gould 57 0 0 30 Mar 2023
VideoMAE V2: Scaling Video Masked Autoencoders with Dual Masking Limin Wang Bingkun Huang Zhiyu Zhao Zhan Tong Yinan He Yi Wang Yali Wang Yu Qiao VGen 153 363 0 29 Mar 2023
InceptionNeXt: When Inception Meets ConvNeXt Weihao Yu Pan Zhou Shuicheng Yan Xinchao Wang 189 139 0 29 Mar 2023
Your Diffusion Model is Secretly a Zero-Shot Classifier Alexander C. Li Mihir Prabhudesai Shivam Duggal Ellis L Brown Deepak Pathak DiffM VLM 173 240 0 28 Mar 2023
Unmasked Teacher: Towards Training-Efficient Video Foundation Models Kunchang Li Yali Wang Yizhuo Li Yi Wang Yinan He Limin Wang Yu Qiao VGen 122 169 0 28 Mar 2023
SwiftFormer: Efficient Additive Attention for Transformer-based Real-time Mobile Vision Applications Abdelrahman M. Shaker Muhammad Maaz H. Rasheed Salman Khan Ming-Hsuan Yang Fahad Shahbaz Khan ViT 155 96 0 27 Mar 2023
A Comprehensive Survey on Test-Time Adaptation under Distribution Shifts Jian Liang Ran He Tien-Ping Tan OOD VLM TTA 138 243 0 27 Mar 2023
ScarceNet: Animal Pose Estimation with Scarce Annotations Chen Li G. Lee 69 17 0 27 Mar 2023
Generalization Matters: Loss Minima Flattening via Parameter Hybridization for Efficient Online Knowledge Distillation Tianli Zhang Mengqi Xue Jiangtao Zhang Haofei Zhang Yu Wang Lechao Cheng Mingli Song Mingli Song 61 6 0 26 Mar 2023
SIO: Synthetic In-Distribution Data Benefits Out-of-Distribution Detection Jingyang Zhang Nathan Inkawhich Randolph Linderman R. Luley Yiran Chen H. Li OODD 71 1 0 25 Mar 2023
Train/Test-Time Adaptation with Retrieval Luca Zancato Alessandro Achille Tian Yu Liu Matthew Trager Pramuditha Perera Stefano Soatto TTA OOD 60 12 0 25 Mar 2023
Semantic Prompt for Few-Shot Image Recognition Wentao Chen Chenyang Si Zhang Zhang Liangdao Wang Zilei Wang Tien-Ping Tan VLM 53 40 0 24 Mar 2023
Enhancing Multiple Reliability Measures via Nuisance-extended Information Bottleneck Jongheon Jeong Sihyun Yu Hankook Lee Jinwoo Shin AAML 80 0 0 24 Mar 2023
On the Efficacy of Generalization Error Prediction Scoring Functions Puja Trivedi Danai Koutra Jayaraman J. Thiagarajan 48 0 0 23 Mar 2023
A Closer Look at Model Adaptation using Feature Distortion and Simplicity Bias Puja Trivedi Danai Koutra Jayaraman J. Thiagarajan AAML 72 18 0 23 Mar 2023
The effectiveness of MAE pre-pretraining for billion-scale pretraining Mannat Singh Quentin Duval Kalyan Vasudev Alwala Haoqi Fan Vaibhav Aggarwal ... Piotr Dollár Christoph Feichtenhofer Ross B. Girshick Rohit Girdhar Ishan Misra LRM 182 71 0 23 Mar 2023
ProtoCon: Pseudo-label Refinement via Online Clustering and Prototypical Consistency for Efficient Semi-supervised Learning Islam Nassar Munawar Hayat Ehsan Abbasnejad Hamid Rezatofighi Gholamreza Haffari 74 19 0 22 Mar 2023
Correlational Image Modeling for Self-Supervised Visual Pre-Training Wei Li Jiahao Xie Chen Change Loy SSL 96 12 0 22 Mar 2023
ViC-MAE: Self-Supervised Representation Learning from Images and Video with Contrastive Masked Autoencoders J. Hernandez Ruben Villegas Vicente Ordonez SSL 69 2 0 21 Mar 2023
Contrastive Alignment of Vision to Language Through Parameter-Efficient Transfer Learning Zaid Khan Yun Fu VLM 63 14 0 21 Mar 2023
EVA-02: A Visual Representation for Neon Genesis Yuxin Fang Quan-Sen Sun Xinggang Wang Tiejun Huang Xinlong Wang Yue Cao VLM ViT CLIP 125 289 0 20 Mar 2023
SeiT: Storage-Efficient Vision Training with Tokens Using 1% of Pixel Storage Song Park Sanghyuk Chun Byeongho Heo Wonjae Kim Sangdoo Yun VLM ViT 83 8 0 20 Mar 2023
Understanding the Role of the Projector in Knowledge Distillation Roy Miles K. Mikolajczyk 115 25 0 20 Mar 2023
Boosting Semi-Supervised Learning by Exploiting All Unlabeled Data Yuhao Chen X. Tan Borui Zhao Zhaowei Chen Renjie Song Jiajun Liang Xuequan Lu 100 34 0 20 Mar 2023
Revisiting Realistic Test-Time Training: Sequential Inference and Adaptation by Anchored Clustering Regularized Self-Training Yongyi Su Xun Xu Tianrui Li Kui Jia OOD TTA 71 17 0 20 Mar 2023
Confidence Attention and Generalization Enhanced Distillation for Continuous Video Domain Adaptation Xiyu Wang Yuecong Xu Jianfei Yang Xiaoli Li Zhenghua Chen TTA 82 0 0 18 Mar 2023
Augmenting and Aligning Snippets for Few-Shot Video Domain Adaptation Yuecong Xu Jianfei Yang Yunjiao Zhou Zhenghua Chen Min-man Wu Xiaoli Li 80 5 0 18 Mar 2023
Synthetic-to-Real Domain Adaptation for Action Recognition: A Dataset and Baseline Performances Arun V. Reddy Ketul Shah William Paul Rohita Mocharla Judy Hoffman Kapil D. Katyal Dinesh Manocha Celso M. de Melo Ramalingam Chellappa 81 19 0 17 Mar 2023
TeSLA: Test-Time Self-Learning With Automatic Adversarial Augmentation Devavrat Tomar Guillaume Vray Behzad Bozorgtabar Jean-Philippe Thiran TTA 134 34 0 17 Mar 2023