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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
Self-supervised vision-language pretraining for Medical visual question answering Pengfei Li Gang Liu Lin Tan Jinying Liao Shenjun Zhong MedIm 63 36 0 24 Nov 2022
Hierarchical Consistent Contrastive Learning for Skeleton-Based Action Recognition with Growing Augmentations Jiahang Zhang Lilang Lin Jiaying Liu 61 51 0 24 Nov 2022
Seeing What You Miss: Vision-Language Pre-training with Semantic Completion Learning Yatai Ji Rong-Cheng Tu Jie Jiang Weijie Kong Chengfei Cai Wenzhe Zhao Hongfa Wang Yujiu Yang Wei Liu VLM 78 15 0 24 Nov 2022
Differentially Private Image Classification from Features Harsh Mehta Walid Krichene Abhradeep Thakurta Alexey Kurakin Ashok Cutkosky 113 8 0 24 Nov 2022
Indian Commercial Truck License Plate Detection and Recognition for Weighbridge Automation Siddharth Agrawal Keyur D. Joshi 60 4 0 23 Nov 2022
Join the High Accuracy Club on ImageNet with A Binary Neural Network Ticket Nianhui Guo Joseph Bethge Christoph Meinel Haojin Yang MQ 91 20 0 23 Nov 2022
Improving Crowded Object Detection via Copy-Paste Jiangfan Deng Dewen Fan Xiaosong Qiu Feng Zhou 60 12 0 22 Nov 2022
Pred&Guide: Labeled Target Class Prediction for Guiding Semi-Supervised Domain Adaptation M. Bhalerao Anurag Singh Soma Biswas 29 1 0 22 Nov 2022
UpCycling: Semi-supervised 3D Object Detection without Sharing Raw-level Unlabeled Scenes Sunwook Hwang Youngseok Kim Seongwon Kim S. Bahk Hyung-Sin Kim 3DPC 71 4 0 22 Nov 2022
Conv2Former: A Simple Transformer-Style ConvNet for Visual Recognition Qibin Hou Cheng Lu Mingg-Ming Cheng Jiashi Feng ViT 126 141 0 22 Nov 2022
Teaching Structured Vision&Language Concepts to Vision&Language Models Sivan Doveh Assaf Arbelle Sivan Harary Yikang Shen Roei Herzig ... Donghyun Kim Raja Giryes Rogerio Feris S. Ullman Leonid Karlinsky VLM CoGe 124 72 0 21 Nov 2022
Semantic Segmentation for Fully Automated Macrofouling Analysis on Coatings after Field Exposure Lutz M. K. Krause Emily Manderfeld Patricia Gnutt Louisa Vogler Ann Wassick ... Marco Rudolph K. Hunsucker G. Swain Bodo Rosenhahn A. Rosenhahn 45 5 0 21 Nov 2022
Efficient Generalization Improvement Guided by Random Weight Perturbation Tao Li Wei Yan Zehao Lei Yingwen Wu Kun Fang Ming-Hsuan Yang Xiaolin Huang AAML 68 6 0 21 Nov 2022
Instance-specific and Model-adaptive Supervision for Semi-supervised Semantic Segmentation Zhen Zhao Sifan Long Jimin Pi Jingdong Wang Luping Zhou 80 34 0 21 Nov 2022
Vision Transformer with Super Token Sampling Huaibo Huang Xiaoqiang Zhou Jie Cao Ran He Tieniu Tan ViT 86 59 0 21 Nov 2022
FedDCT: Federated Learning of Large Convolutional Neural Networks on Resource Constrained Devices using Divide and Collaborative Training Quan Nguyen Hieu H. Pham Kok-Seng Wong Phi Le Nguyen Truong Thao Nguyen Minh N. Do FedML 100 7 0 20 Nov 2022
SplitNet: Learnable Clean-Noisy Label Splitting for Learning with Noisy Labels Daehwan Kim Kwang-seok Ryoo Hansang Cho Seung Wook Kim NoLa 82 4 0 20 Nov 2022
Learning from Long-Tailed Noisy Data with Sample Selection and Balanced Loss Lefan Zhang Zhang-Hao Tian Wujun Zhou Wei Wang NoLa 73 3 0 20 Nov 2022
EVEREST: Efficient Masked Video Autoencoder by Removing Redundant Spatiotemporal Tokens Sun-Kyoo Hwang Jaehong Yoon Youngwan Lee Sung Ju Hwang 70 6 0 19 Nov 2022
Scaling Up Dataset Distillation to ImageNet-1K with Constant Memory Justin Cui Ruochen Wang Si Si Cho-Jui Hsieh DD 111 143 0 19 Nov 2022
Knowing What to Label for Few Shot Microscopy Image Cell Segmentation Youssef Dawoud Arij Bouazizi Katharina Ernst G. Carneiro Vasileios Belagiannis 25 6 0 18 Nov 2022
EfficientTrain: Exploring Generalized Curriculum Learning for Training Visual Backbones Yulin Wang Yang Yue Rui Lu Tian-De Liu Zhaobai Zhong S. Song Gao Huang 90 29 0 17 Nov 2022
NorMatch: Matching Normalizing Flows with Discriminative Classifiers for Semi-Supervised Learning Zhongying Deng Rihuan Ke Carola-Bibiane Schonlieb Angelica I Aviles-Rivero 62 0 0 17 Nov 2022
UniFormerV2: Spatiotemporal Learning by Arming Image ViTs with Video UniFormer Kunchang Li Yali Wang Yinan He Yizhuo Li Yi Wang Limin Wang Yu Qiao ViT 120 113 0 17 Nov 2022
Exploring adaptation of VideoMAE for Audio-Visual Diarization & Social @ Ego4d Looking at me Challenge Yinan He Guo Chen 22 0 0 17 Nov 2022
Token Turing Machines Michael S. Ryoo K. Gopalakrishnan Kumara Kahatapitiya Ted Xiao Kanishka Rao Austin Stone Yao Lu Julian Ibarz Anurag Arnab 61 21 0 16 Nov 2022
MAGE: MAsked Generative Encoder to Unify Representation Learning and Image Synthesis Tianhong Li Huiwen Chang Shlok Kumar Mishra Han Zhang Dina Katabi Dilip Krishnan 83 170 0 16 Nov 2022
Learning with Noisy Labels over Imbalanced Subpopulations Mingcai Chen Yu Zhao Bing He Zongbo Han Bingzhe Wu Jianhua Yao 66 9 0 16 Nov 2022
Local Magnification for Data and Feature Augmentation Kun He Chang-rui Liu Stephen Lin John E. Hopcroft 57 2 0 15 Nov 2022
EVA: Exploring the Limits of Masked Visual Representation Learning at Scale Yuxin Fang Wen Wang Binhui Xie Quan-Sen Sun Ledell Yu Wu Xinggang Wang Tiejun Huang Xinlong Wang Yue Cao VLM CLIP 229 729 0 14 Nov 2022
Unsupervised Face Recognition using Unlabeled Synthetic Data Fadi Boutros Marcel Klemt Meiling Fang Arjan Kuijper Naser Damer CVBM 70 33 0 14 Nov 2022
Point-DAE: Denoising Autoencoders for Self-supervised Point Cloud Learning Yabin Zhang Jiehong Lin Ruihuang Li Kui Jia Lei Zhang 3DPC 88 8 0 13 Nov 2022
Demystify Transformers & Convolutions in Modern Image Deep Networks Jifeng Dai Min Shi Weiyun Wang Sitong Wu Linjie Xing ... Lewei Lu Jie Zhou Xiaogang Wang Yu Qiao Xiao-hua Hu ViT 80 11 0 10 Nov 2022
Extending Temporal Data Augmentation for Video Action Recognition Artjoms Gorpincenko Michal Mackiewicz ViT 74 4 0 09 Nov 2022
REDS: Random Ensemble Deep Spatial prediction Ranadeep Daw C. Wikle 39 10 0 09 Nov 2022
Distributional Shift Adaptation using Domain-Specific Features Anique Tahir Lu Cheng Ruocheng Guo Huan Liu VLM TTA OOD OODD 69 2 0 09 Nov 2022
Soft Augmentation for Image Classification Yang Liu Shen Yan Laura Leal-Taixé James Hays Deva Ramanan 74 12 0 09 Nov 2022
Cold Start Streaming Learning for Deep Networks Cameron R. Wolfe Anastasios Kyrillidis CLL 55 2 0 09 Nov 2022
MogaNet: Multi-order Gated Aggregation Network Siyuan Li Zedong Wang Zicheng Liu Cheng Tan Haitao Lin Di Wu Zhiyuan Chen Jiangbin Zheng Stan Z. Li 103 65 0 07 Nov 2022
Large Scale Radio Frequency Wideband Signal Detection & Recognition Luke Boegner Garrett M. Vanhoy Phillip Vallance Manbir Gulati Dresden Feitzinger B. Comar Rob Miller AI4TS 48 6 0 04 Nov 2022
Neural Active Learning on Heteroskedastic Distributions Savya Khosla Chew Kin Whye Jordan T. Ash Cyril Zhang Kenji Kawaguchi Alex Lamb 35 2 0 02 Nov 2022
Adversarial Auto-Augment with Label Preservation: A Representation Learning Principle Guided Approach Kaiwen Yang Yanchao Sun Jiahao Su Fengxiang He Xinmei Tian Furong Huang Dinesh Manocha Dacheng Tao 98 13 0 02 Nov 2022
The Perils of Learning From Unlabeled Data: Backdoor Attacks on Semi-supervised Learning Virat Shejwalkar Lingjuan Lyu Amir Houmansadr AAML 94 10 0 01 Nov 2022
Training Vision-Language Models with Less Bimodal Supervision Elad Segal Ben Bogin Jonathan Berant VLM 48 2 0 01 Nov 2022
SAGE: Saliency-Guided Mixup with Optimal Rearrangements A. Ma Nikita Dvornik Ran Zhang Leila Pishdad Konstantinos G. Derpanis Afsaneh Fazly 90 8 0 31 Oct 2022
A simple, efficient and scalable contrastive masked autoencoder for learning visual representations Shlok Kumar Mishra Joshua Robinson Huiwen Chang David Jacobs Aaron Sarna Aaron Maschinot Dilip Krishnan DiffM 114 31 0 30 Oct 2022
Facial Action Unit Detection and Intensity Estimation from Self-supervised Representation Bowen Ma Rudong An Wei Zhang Yu-qiong Ding Zeng Zhao Rongsheng Zhang Tangjie Lv Changjie Fan Zhipeng Hu CVBM 101 21 0 28 Oct 2022
Self-Supervised Training of Speaker Encoder with Multi-Modal Diverse Positive Pairs Ruijie Tao Kong Aik Lee Rohan Kumar Das Ville Hautamaki Haizhou Li SSL 90 12 0 27 Oct 2022
Efficient and Effective Augmentation Strategy for Adversarial Training Sravanti Addepalli Samyak Jain R. Venkatesh Babu AAML 126 60 0 27 Oct 2022
ScoreMix: A Scalable Augmentation Strategy for Training GANs with Limited Data Jie Cao Mandi Luo Junchi Yu Mingmin Yang Ran He 89 4 0 27 Oct 2022