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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
Masked Vision and Language Modeling for Multi-modal Representation Learning Gukyeong Kwon Zhaowei Cai Avinash Ravichandran Erhan Bas Rahul Bhotika Stefano Soatto 77 68 0 03 Aug 2022
Maintaining Performance with Less Data Dominic Sanderson Tatiana Kalgonova 58 1 0 03 Aug 2022
Augmentation Learning for Semi-Supervised Classification Tim Frommknecht Pedro Alves Zipf Quanfu Fan Nina Shvetsova Hilde Kuehne 60 2 0 03 Aug 2022
giMLPs: Gate with Inhibition Mechanism in MLPs Cheng Kang Jindich Prokop Lei Tong Huiyu Zhou Yong Hu Daneil Novak 33 0 0 01 Aug 2022
Analysis of Semi-Supervised Methods for Facial Expression Recognition Shuvendu Roy Ali Etemad 62 11 0 31 Jul 2022
Paired Cross-Modal Data Augmentation for Fine-Grained Image-to-Text Retrieval Hao Wang Guosheng Lin Guosheng Lin Steven C. H. Hoi 70 17 0 29 Jul 2022
HorNet: Efficient High-Order Spatial Interactions with Recursive Gated Convolutions Yongming Rao Wenliang Zhao Yansong Tang Jie Zhou Ser-Nam Lim Jiwen Lu ViT 111 256 0 28 Jul 2022
Towards Large-Scale Small Object Detection: Survey and Benchmarks Gong Cheng Xiang Yuan Xiwen Yao Ke Yan Qinghua Zeng Xingxing Xie Junwei Han ObjD 106 342 0 28 Jul 2022
PEA: Improving the Performance of ReLU Networks for Free by Using Progressive Ensemble Activations Á. Utasi 49 0 0 28 Jul 2022
A Novel Data Augmentation Technique for Out-of-Distribution Sample Detection using Compounded Corruptions R. Hebbalaguppe Soumya Suvra Goshal Jatin Prakash H. Khadilkar Chetan Arora OODD 62 5 0 28 Jul 2022
Imbalanced Semi-supervised Learning with Bias Adaptive Classifier Renzhen Wang Xixi Jia Quanziang Wang Yichen Wu Deyu Meng 57 16 0 28 Jul 2022
Identifying Hard Noise in Long-Tailed Sample Distribution Xuanyu Yi Kaihua Tang Xiansheng Hua J. Lim Hanwang Zhang 73 23 0 27 Jul 2022
Convolutional Embedding Makes Hierarchical Vision Transformer Stronger Cong Wang Hongmin Xu Xiong Zhang Li Wang Zhitong Zheng Haifeng Liu ViT 59 23 0 27 Jul 2022
AMF: Adaptable Weighting Fusion with Multiple Fine-tuning for Image Classification Xuyang Shen J. Plested Sabrina Caldwell Yiran Zhong Tom Gedeon 54 1 0 26 Jul 2022
Exploring the Design of Adaptation Protocols for Improved Generalization and Machine Learning Safety Puja Trivedi Danai Koutra Jayaraman J. Thiagarajan AAML 50 0 0 26 Jul 2022
Semi-Leak: Membership Inference Attacks Against Semi-supervised Learning Xinlei He Hongbin Liu Neil Zhenqiang Gong Yang Zhang AAML MIACV 85 16 0 25 Jul 2022
Equivariance and Invariance Inductive Bias for Learning from Insufficient Data Tan Wang Qianru Sun Sugiri Pranata J. Karlekar Hanwang Zhang SSL 100 21 0 25 Jul 2022
Jigsaw-ViT: Learning Jigsaw Puzzles in Vision Transformer Yingyi Chen Xiaoke Shen Yahui Liu Qinghua Tao Johan A. K. Suykens AAML ViT 76 24 0 25 Jul 2022
MAR: Masked Autoencoders for Efficient Action Recognition Zhiwu Qing Shiwei Zhang Ziyuan Huang Xiang Wang Yuehuang Wang Yiliang Lv Changxin Gao Nong Sang 96 47 0 24 Jul 2022
SSBNet: Improving Visual Recognition Efficiency by Adaptive Sampling Ho Man Kwan Shenghui Song 46 1 0 23 Jul 2022
Complementing Semi-Supervised Learning with Uncertainty Quantification Ehsan Kazemi 22 0 0 22 Jul 2022
TinyViT: Fast Pretraining Distillation for Small Vision Transformers Kan Wu Jinnian Zhang Houwen Peng Mengchen Liu Bin Xiao Jianlong Fu Lu Yuan ViT 72 266 0 21 Jul 2022
Auto Machine Learning for Medical Image Analysis by Unifying the Search on Data Augmentation and Neural Architecture Jianwei Zhang Dong Li Lituan Wang Lei Zhang 66 2 0 21 Jul 2022
SplitMixer: Fat Trimmed From MLP-like Models Ali Borji Sikun Lin 45 3 0 21 Jul 2022
Tailoring Self-Supervision for Supervised Learning WonJun Moon Ji-Hwan Kim Jae-Pil Heo SSL 55 10 0 20 Jul 2022
Large Scale Radio Frequency Signal Classification Luke Boegner Manbir Gulati Garrett M. Vanhoy Phillip Vallance B. Comar S. Kokalj-Filipovic Craig T. Lennon Rob Miller 34 18 0 20 Jul 2022
Facial Affect Analysis: Learning from Synthetic Data & Multi-Task Learning Challenges Siyang Li Yifan Xu Huanyu Wu Dongrui Wu Yingjie Yin Jiajiong Cao Jin-Fei Ding CVBM 73 12 0 20 Jul 2022
GRIT: Faster and Better Image captioning Transformer Using Dual Visual Features Van-Quang Nguyen Masanori Suganuma Takayuki Okatani ViT 84 113 0 20 Jul 2022
DC-BENCH: Dataset Condensation Benchmark Justin Cui Ruochen Wang Si Si Cho-Jui Hsieh DD 95 75 0 20 Jul 2022
Invariant Feature Learning for Generalized Long-Tailed Classification Kaihua Tang Mingyuan Tao Jiaxin Qi Zhenguang Liu Hanwang Zhang VLM 87 56 0 19 Jul 2022
Assaying Out-Of-Distribution Generalization in Transfer Learning F. Wenzel Andrea Dittadi Peter V. Gehler Carl-Johann Simon-Gabriel Max Horn ... Chris Russell Thomas Brox Bernt Schiele Bernhard Schölkopf Francesco Locatello OOD OODD AAML 143 76 0 19 Jul 2022
Self-Supervision Can Be a Good Few-Shot Learner Yuning Lu Liangjiang Wen Jianzhuang Liu Yajing Liu Xinmei Tian SSL 101 37 0 19 Jul 2022
Time Is MattEr: Temporal Self-supervision for Video Transformers Sukmin Yun Jaehyung Kim Dongyoon Han Hwanjun Song Jung-Woo Ha Jinwoo Shin ViT 67 12 0 19 Jul 2022
Label2Label: A Language Modeling Framework for Multi-Attribute Learning Wanhua Li Zhexuan Cao Jianjiang Feng Jie Zhou Jiwen Lu VLM 94 27 0 18 Jul 2022
TokenMix: Rethinking Image Mixing for Data Augmentation in Vision Transformers Jihao Liu B. Liu Hang Zhou Hongsheng Li Yu Liu ViT 89 67 0 18 Jul 2022
Mind the Gap: Polishing Pseudo labels for Accurate Semi-supervised Object Detection Lei Zhang Yuxuan Sun Wei Wei 39 19 0 17 Jul 2022
Improving Deep Neural Network Random Initialization Through Neuronal Rewiring Leonardo F. S. Scabini B. De Baets Odemir M. Bruno AI4CE 76 7 0 17 Jul 2022
Progress and limitations of deep networks to recognize objects in unusual poses Amro Abbas Stéphane Deny OOD AAML 60 17 0 16 Jul 2022
On the Importance of Hyperparameters and Data Augmentation for Self-Supervised Learning Diane Wagner Fabio Ferreira Daniel Stoll R. Schirrmeister Samuel G. Müller Frank Hutter 75 17 0 16 Jul 2022
Cross-Domain Cross-Set Few-Shot Learning via Learning Compact and Aligned Representations Wentao Chen Zheng Zhang Wei Wang Liang Wang Zilei Wang Tieniu Tan 69 10 0 16 Jul 2022
Position Prediction as an Effective Pretraining Strategy Shuangfei Zhai Navdeep Jaitly Jason Ramapuram Dan Busbridge Tatiana Likhomanenko Joseph Y. Cheng Walter A. Talbott Chen Huang Hanlin Goh J. Susskind ViT 88 25 0 15 Jul 2022
Parameterization of Cross-Token Relations with Relative Positional Encoding for Vision MLP Zhicai Wang Y. Hao Xingyu Gao Hao Zhang Shuo Wang Tingting Mu Xiangnan He 70 8 0 15 Jul 2022
Lightweight Vision Transformer with Cross Feature Attention Youpeng Zhao Huadong Tang Yingying Jiang A. Yong Qiang Wu ViT 60 10 0 15 Jul 2022
ScaleNet: Searching for the Model to Scale Jiyang Xie Xiu Su Shan You Zhanyu Ma Fei Wang Chao Qian 86 5 0 15 Jul 2022
On the Strong Correlation Between Model Invariance and Generalization Weijian Deng Stephen Gould Liang Zheng OOD 91 19 0 14 Jul 2022
Scene Text Recognition with Permuted Autoregressive Sequence Models Darwin Bautista Rowel Atienza 108 173 0 14 Jul 2022
Universal Adaptive Data Augmentation Xiaogang Xu Hengshuang Zhao 21 6 0 14 Jul 2022
LightViT: Towards Light-Weight Convolution-Free Vision Transformers Tao Huang Lang Huang Shan You Fei Wang Chao Qian Chang Xu ViT 80 61 0 12 Jul 2022
IDEA: Increasing Text Diversity via Online Multi-Label Recognition for Vision-Language Pre-training Xinyu Huang Youcai Zhang Ying Cheng Weiwei Tian Ruiwei Zhao Rui Feng Yuejie Zhang Yaqian Li Yandong Guo Xiao-Yong Zhang VLM 74 14 0 12 Jul 2022
Wave-ViT: Unifying Wavelet and Transformers for Visual Representation Learning Ting Yao Yingwei Pan Yehao Li Chong-Wah Ngo Tao Mei ViT 225 142 0 11 Jul 2022