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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
Dual Vision Transformer Ting Yao Yehao Li Yingwei Pan Yu Wang Xiaoping Zhang Tao Mei ViT 226 80 0 11 Jul 2022
VidConv: A modernized 2D ConvNet for Efficient Video Recognition Chuong H. Nguyen Su Huynh Vinh Nguyen Ngoc-Khanh Nguyen ViT 57 3 0 08 Jul 2022
A simple normalization technique using window statistics to improve the out-of-distribution generalization on medical images Chengfeng Zhou Songchang Chen Chenming Xu Jun Wang Feng Liu Chun Zhang Juan Ye Hefeng Huang Xiaobo Li OOD 68 1 0 07 Jul 2022
Harnessing Out-Of-Distribution Examples via Augmenting Content and Style Zhuo Huang Xiaobo Xia Li Shen Bo Han Biwei Huang Chen Gong Tongliang Liu OODD 73 47 0 07 Jul 2022
Adaptation of Surgical Activity Recognition Models Across Operating Rooms A. Mottaghi Aidean Sharghi Serena Yeung Omid Mohareri 114 8 0 07 Jul 2022
Vision Transformers: State of the Art and Research Challenges Bo-Kai Ruan Hong-Han Shuai Wen-Huang Cheng ViT 67 18 0 07 Jul 2022
A Deep Model for Partial Multi-Label Image Classification with Curriculum Based Disambiguation Feng Sun Ming-Kun Xie Sheng-Jun Huang 46 7 0 06 Jul 2022
Generalization to translation shifts: a study in architectures and augmentations Suriya Gunasekar 40 1 0 05 Jul 2022
OpenLDN: Learning to Discover Novel Classes for Open-World Semi-Supervised Learning Mamshad Nayeem Rizve Navid Kardan Salman Khan Fahad Shahbaz Khan M. Shah 112 51 0 05 Jul 2022
Class-Specific Semantic Reconstruction for Open Set Recognition Hongzhi Huang Yu Wang Qinghua Hu Mingg-Ming Cheng BDL 91 60 0 05 Jul 2022
Predicting Out-of-Domain Generalization with Neighborhood Invariance Nathan Ng Neha Hulkund Kyunghyun Cho Marzyeh Ghassemi OOD 52 5 0 05 Jul 2022
MVP: Robust Multi-View Practice for Driving Action Localization Jingjie Shang Kunchang Li Kaibin Tian Haisheng Su Yangguang Li 87 3 0 05 Jul 2022
Efficient Representation Learning via Adaptive Context Pooling Chen Huang Walter A. Talbott Navdeep Jaitly J. Susskind 49 6 0 05 Jul 2022
Explicit Boundary Guided Semi-Push-Pull Contrastive Learning for Supervised Anomaly Detection Xincheng Yao Ruoqing Li Jing Zhang Jun Sun Chongyang Zhang 74 68 0 04 Jul 2022
$S$^{5}$Mars: Semi-Supervised Learning for Mars Semantic Segmentation$ S $^{5}$ Mars: Semi-Supervised Learning for Mars Semantic Segmentation Jiahang Zhang Lilang Lin Zejia Fan Wenjing Wang Jiaying Liu 86 8 0 04 Jul 2022
NP-Match: When Neural Processes meet Semi-Supervised Learning Jianfeng Wang Thomas Lukasiewicz Daniela Massiceti Xiaolin Hu Vladimir Pavlovic A. Neophytou BDL 140 41 0 03 Jul 2022
Dissecting Self-Supervised Learning Methods for Surgical Computer Vision Sanat Ramesh V. Srivastav Deepak Alapatt Tong Yu Aditya Murali ... Saurav Sharma A. Fleurentin Georgios Exarchakis Alexandros Karargyris N. Padoy 129 46 0 01 Jul 2022
Augment like there's no tomorrow: Consistently performing neural networks for medical imaging J. Pohjonen Carolin Sturenberg Atte Fohr Reija Randén-Brady L. Luomala J. Lohi Esa Pitkanen A. Rannikko T. Mirtti OOD 51 3 0 30 Jun 2022
Exploring Temporally Dynamic Data Augmentation for Video Recognition Taeoh Kim Jinhyung Kim Minho Shim Sangdoo Yun Myunggu Kang Dongyoon Wee Sangyoun Lee AI4TS 116 10 0 30 Jun 2022
Semi-supervised Contrastive Outlier removal for Pseudo Expectation Maximization (SCOPE) Sumeet Menon David Chapman 17 0 0 28 Jun 2022
RevBiFPN: The Fully Reversible Bidirectional Feature Pyramid Network Vitaliy Chiley Vithursan Thangarasa Abhay Gupta Anshul Samar Joel Hestness D. DeCoste 71 8 0 28 Jun 2022
FedIIC: Towards Robust Federated Learning for Class-Imbalanced Medical Image Classification Nannan Wu Li Yu Xin Yang Kwang-Ting Cheng Zengqiang Yan FedML 73 22 0 28 Jun 2022
AutoInit: Automatic Initialization via Jacobian Tuning Tianyu He Darshil Doshi Andrey Gromov 61 4 0 27 Jun 2022
ST-Adapter: Parameter-Efficient Image-to-Video Transfer Learning Junting Pan Ziyi Lin Xiatian Zhu Jing Shao Hongsheng Li 94 206 0 27 Jun 2022
Transferring Fairness under Distribution Shifts via Fair Consistency Regularization Bang An Zora Che Mucong Ding Furong Huang 82 31 0 26 Jun 2022
Bag of Tricks for Long-Tail Visual Recognition of Animal Species in Camera-Trap Images Fagner Cunha E. M. Santos J. Colonna 139 16 0 24 Jun 2022
On the Importance and Applicability of Pre-Training for Federated Learning Hong-You Chen Cheng-Hao Tu Zi-hua Li Hang Shen Wei-Lun Chao FedML 108 83 0 23 Jun 2022
ICME 2022 Few-shot LOGO detection top 9 solution Kang Tong Ka Wai Cheung Xiaochuan Yu VLM 37 1 0 23 Jun 2022
NVIDIA-UNIBZ Submission for EPIC-KITCHENS-100 Action Anticipation Challenge 2022 Tsung-Ming Tai Oswald Lanz G. Fiameni Yi-Kwan Wong Sze-Sen Poon Cheng-Kuang Lee Ka Chun Cheung Simon See 15 1 0 22 Jun 2022
EdgeNeXt: Efficiently Amalgamated CNN-Transformer Architecture for Mobile Vision Applications Muhammad Maaz Abdelrahman M. Shaker Hisham Cholakkal Salman Khan Syed Waqas Zamir Rao Muhammad Anwer Fahad Shahbaz Khan ViT 125 202 0 21 Jun 2022
When Does Re-initialization Work? Sheheryar Zaidi Tudor Berariu Hyunjik Kim J. Bornschein Claudia Clopath Yee Whye Teh Razvan Pascanu 68 11 0 20 Jun 2022
M&M Mix: A Multimodal Multiview Transformer Ensemble Xuehan Xiong Anurag Arnab Arsha Nagrani Cordelia Schmid ViT 70 20 0 20 Jun 2022
Test-time image-to-image translation ensembling improves out-of-distribution generalization in histopathology Marin Scalbert Maria Vakalopoulou Florent Couzinié-Devy 64 13 0 20 Jun 2022
SimA: Simple Softmax-free Attention for Vision Transformers Soroush Abbasi Koohpayegani Hamed Pirsiavash 92 26 0 17 Jun 2022
BridgeTower: Building Bridges Between Encoders in Vision-Language Representation Learning Xiao Xu Chenfei Wu Shachar Rosenman Vasudev Lal Wanxiang Che Nan Duan 103 69 0 17 Jun 2022
MixGen: A New Multi-Modal Data Augmentation Xiaoshuai Hao Yi Zhu Srikar Appalaraju Aston Zhang Wanqian Zhang Boyang Li Mu Li VLM 111 90 0 16 Jun 2022
OmniMAE: Single Model Masked Pretraining on Images and Videos Rohit Girdhar Alaaeldin El-Nouby Mannat Singh Kalyan Vasudev Alwala Armand Joulin Ishan Misra ViT 108 99 0 16 Jun 2022
Adapting Self-Supervised Vision Transformers by Probing Attention-Conditioned Masking Consistency Viraj Prabhu Sriram Yenamandra Aaditya K. Singh Judy Hoffman 64 15 0 16 Jun 2022
Modeling the Data-Generating Process is Necessary for Out-of-Distribution Generalization Jivat Neet Kaur Emre Kıcıman Amit Sharma UQCV OOD 69 27 0 15 Jun 2022
Improving Diversity with Adversarially Learned Transformations for Domain Generalization Tejas Gokhale Rushil Anirudh Jayaraman J. Thiagarajan B. Kailkhura Chitta Baral Yezhou Yang 65 31 0 15 Jun 2022
Masked Frequency Modeling for Self-Supervised Visual Pre-Training Jiahao Xie Wei Li Xiaohang Zhan Ziwei Liu Yew-Soon Ong Chen Change Loy 104 74 0 15 Jun 2022
Structured Video Tokens @ Ego4D PNR Temporal Localization Challenge 2022 Elad Ben-Avraham Roei Herzig K. Mangalam Amir Bar Anna Rohrbach Leonid Karlinsky Trevor Darrell Amir Globerson 39 3 0 15 Jun 2022
Coarse-to-Fine Vision-Language Pre-training with Fusion in the Backbone Zi-Yi Dou Aishwarya Kamath Zhe Gan Pengchuan Zhang Jianfeng Wang ... Ce Liu Yann LeCun Nanyun Peng Jianfeng Gao Lijuan Wang VLM ObjD 115 128 0 15 Jun 2022
A Meta-Analysis of Distributionally-Robust Models Ben Feuer Ameya Joshi Chinmay Hegde OOD VLM 65 3 0 15 Jun 2022
Unknown-Aware Domain Adversarial Learning for Open-Set Domain Adaptation Joonho Jang Byeonghu Na DongHyeok Shin Mingi Ji Kyungwoo Song Il-Chul Moon 69 40 0 15 Jun 2022
Evaluating histopathology transfer learning with ChampKit Jakub R. Kaczmarzyk Tahsin M. Kurc Shahira Abousamra Rajarsi R. Gupta Joel H. Saltz Peter K. Koo VLM MedIm 62 7 0 14 Jun 2022
A Survey of Automated Data Augmentation Algorithms for Deep Learning-based Image Classification Tasks Z. Yang Richard Sinnott James Bailey Qiuhong Ke 80 43 0 14 Jun 2022
EnergyMatch: Energy-based Pseudo-Labeling for Semi-Supervised Learning Zhuliang Yu Yin Li Yong Jae Lee 36 0 0 13 Jun 2022
Bringing Image Scene Structure to Video via Frame-Clip Consistency of Object Tokens Elad Ben-Avraham Roei Herzig K. Mangalam Amir Bar Anna Rohrbach Leonid Karlinsky Trevor Darrell Amir Globerson 71 0 0 13 Jun 2022
Language Models are General-Purpose Interfaces Y. Hao Haoyu Song Li Dong Shaohan Huang Zewen Chi Wenhui Wang Shuming Ma Furu Wei MLLM 73 102 0 13 Jun 2022