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
Leukocyte Classification using Multimodal Architecture Enhanced by Knowledge Distillation Litao Yang Deval Mehta Dwarikanath Mahapatra Zongyuan Ge 18 1 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 37 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 27 5 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 21 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 56 7 0 16 Aug 2022
SemAug: Semantically Meaningful Image Augmentations for Object Detection Through Language Grounding Morgan Lindsay Heisler Amin Banitalebi-Dehkordi Yong Zhang ObjD 16 2 0 15 Aug 2022
Adan: Adaptive Nesterov Momentum Algorithm for Faster Optimizing Deep Models Xingyu Xie Pan Zhou Huan Li Zhouchen Lin Shuicheng Yan ODL 35 153 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 32 113 0 12 Aug 2022
RenyiCL: Contrastive Representation Learning with Skew Renyi Divergence Kyungmin Lee Jinwoo Shin SSL DRL 36 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 34 68 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 34 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 32 55 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 40 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 29 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 14 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 24 12 0 06 Aug 2022
Constructing Balance from Imbalance for Long-tailed Image Recognition Yue Xu Yong-Lu Li Jiefeng Li Cewu Lu CVBM 30 30 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 18 4 0 03 Aug 2022
Masked Vision and Language Modeling for Multi-modal Representation Learning Gukyeong Kwon Zhaowei Cai Avinash Ravichandran Erhan Bas Rahul Bhotika Stefano Soatto 36 67 0 03 Aug 2022
Maintaining Performance with Less Data Dominic Sanderson Tatiana Kalgonova 38 1 0 03 Aug 2022
Augmentation Learning for Semi-Supervised Classification Tim Frommknecht Pedro Alves Zipf Quanfu Fan Nina Shvetsova Hilde Kuehne 31 2 0 03 Aug 2022
giMLPs: Gate with Inhibition Mechanism in MLPs Cheng Kang Jindich Prokop Lei Tong Huiyu Zhou Yong Hu Daneil Novak 29 0 0 01 Aug 2022
Analysis of Semi-Supervised Methods for Facial Expression Recognition Shuvendu Roy Ali Etemad 24 10 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 29 15 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 22 251 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 41 308 0 28 Jul 2022
PEA: Improving the Performance of ReLU Networks for Free by Using Progressive Ensemble Activations Á. Utasi 35 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 41 4 0 28 Jul 2022
Imbalanced Semi-supervised Learning with Bias Adaptive Classifier Renzhen Wang Xixi Jia Quanziang Wang Yichen Wu Deyu Meng 25 16 0 28 Jul 2022
Identifying Hard Noise in Long-Tailed Sample Distribution Xuanyu Yi Kaihua Tang Xiansheng Hua J. Lim Hanwang Zhang 22 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 20 20 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 37 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 32 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 25 14 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 39 19 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 36 22 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 37 42 0 24 Jul 2022
SSBNet: Improving Visual Recognition Efficiency by Adaptive Sampling Ho Man Kwan Shenghui Song 26 1 0 23 Jul 2022
Complementing Semi-Supervised Learning with Uncertainty Quantification Ehsan Kazemi 12 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 21 248 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 30 2 0 21 Jul 2022
SplitMixer: Fat Trimmed From MLP-like Models Ali Borji Sikun Lin 23 3 0 21 Jul 2022
Tailoring Self-Supervision for Supervised Learning WonJun Moon Ji-Hwan Kim Jae-Pil Heo SSL 22 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 22 15 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 35 11 0 20 Jul 2022
GRIT: Faster and Better Image captioning Transformer Using Dual Visual Features Van-Quang Nguyen Masanori Suganuma Takayuki Okatani ViT 36 106 0 20 Jul 2022
DC-BENCH: Dataset Condensation Benchmark Justin Cui Ruochen Wang Si Si Cho-Jui Hsieh DD 42 73 0 20 Jul 2022
Invariant Feature Learning for Generalized Long-Tailed Classification Kaihua Tang Mingyuan Tao Jiaxin Qi Zhenguang Liu Hanwang Zhang VLM 32 53 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 62 71 0 19 Jul 2022
Self-Supervision Can Be a Good Few-Shot Learner Yuning Lu Liangjiang Wen Jianzhuang Liu Yajing Liu Xinmei Tian SSL 30 37 0 19 Jul 2022