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"

50 / 2,006 papers shown

Title
Time Is MattEr: Temporal Self-supervision for Video Transformers Sukmin Yun Jaehyung Kim Dongyoon Han Hwanjun Song Jung-Woo Ha Jinwoo Shin ViT 19 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 35 25 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 26 66 0 18 Jul 2022
Mind the Gap: Polishing Pseudo labels for Accurate Semi-supervised Object Detection Lei Zhang Yuxuan Sun Wei Wei 32 18 0 17 Jul 2022
Improving Deep Neural Network Random Initialization Through Neuronal Rewiring Leonardo F. S. Scabini B. De Baets Odemir M. Bruno AI4CE 23 6 0 17 Jul 2022
Progress and limitations of deep networks to recognize objects in unusual poses Amro Abbas Stéphane Deny OOD AAML 15 18 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 34 17 0 16 Jul 2022
Cross-Domain Cross-Set Few-Shot Learning via Learning Compact and Aligned Representations Wentao Chen Z. Zhang Wei Wang Liang Wang Zilei Wang Tieniu Tan 29 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 51 23 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 23 8 0 15 Jul 2022
Lightweight Vision Transformer with Cross Feature Attention Youpeng Zhao Huadong Tang Yingying Jiang A. Yong Qiang Wu ViT 22 10 0 15 Jul 2022
ScaleNet: Searching for the Model to Scale Jiyang Xie Xiu Su Shan You Zhanyu Ma Fei Wang Chao Qian 35 5 0 15 Jul 2022
On the Strong Correlation Between Model Invariance and Generalization Weijian Deng Stephen Gould Liang Zheng OOD 34 16 0 14 Jul 2022
Scene Text Recognition with Permuted Autoregressive Sequence Models Darwin Bautista Rowel Atienza 28 169 0 14 Jul 2022
Universal Adaptive Data Augmentation Xiaogang Xu Hengshuang Zhao 19 5 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 19 55 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 Xuanyang Zhang VLM 23 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 154 137 0 11 Jul 2022
Dual Vision Transformer Ting Yao Yehao Li Yingwei Pan Yu Wang Xiaoping Zhang Tao Mei ViT 154 76 0 11 Jul 2022
VidConv: A modernized 2D ConvNet for Efficient Video Recognition Chuong H. Nguyen Su Huynh Vinh Nguyen Ngoc-Khanh Nguyen ViT 27 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 13 0 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 38 46 0 07 Jul 2022
Adaptation of Surgical Activity Recognition Models Across Operating Rooms A. Mottaghi Aidean Sharghi Serena Yeung Omid Mohareri 24 8 0 07 Jul 2022
Vision Transformers: State of the Art and Research Challenges Bo-Kai Ruan Hong-Han Shuai Wen-Huang Cheng ViT 30 17 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 13 6 0 06 Jul 2022
Generalization to translation shifts: a study in architectures and augmentations Suriya Gunasekar 13 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 44 50 0 05 Jul 2022
Class-Specific Semantic Reconstruction for Open Set Recognition Hongzhi Huang Yu Wang Qinghua Hu Mingg-Ming Cheng BDL 42 58 0 05 Jul 2022
Predicting Out-of-Domain Generalization with Neighborhood Invariance Nathan Ng Neha Hulkund Kyunghyun Cho Marzyeh Ghassemi OOD 27 4 0 05 Jul 2022
MVP: Robust Multi-View Practice for Driving Action Localization Jingjie Shang Kunchang Li Kaibin Tian Haisheng Su Yangguang Li 39 3 0 05 Jul 2022
Efficient Representation Learning via Adaptive Context Pooling Chen Huang Walter A. Talbott Navdeep Jaitly J. Susskind 30 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 26 64 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 41 6 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 76 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 33 42 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 30 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 23 10 0 30 Jun 2022
Semi-supervised Contrastive Outlier removal for Pseudo Expectation Maximization (SCOPE) Sumeet Menon David Chapman 13 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 52 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 34 19 0 28 Jun 2022
AutoInit: Automatic Initialization via Jacobian Tuning Tianyu He Darshil Doshi Andrey Gromov 19 4 0 27 Jun 2022
ST-Adapter: Parameter-Efficient Image-to-Video Transfer Learning Junting Pan Ziyi Lin Xiatian Zhu Jing Shao Hongsheng Li 27 191 0 27 Jun 2022
Transferring Fairness under Distribution Shifts via Fair Consistency Regularization Bang An Zora Che Mucong Ding Furong Huang 24 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 30 14 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 26 78 0 23 Jun 2022
ICME 2022 Few-shot LOGO detection top 9 solution Kang Tong Ka Wai Cheung Xiaochuan Yu VLM 12 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 11 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 40 184 0 21 Jun 2022
When Does Re-initialization Work? Sheheryar Zaidi Tudor Berariu Hyunjik Kim J. Bornschein Claudia Clopath Yee Whye Teh Razvan Pascanu 40 10 0 20 Jun 2022
M&M Mix: A Multimodal Multiview Transformer Ensemble Xuehan Xiong Anurag Arnab Arsha Nagrani Cordelia Schmid ViT 23 19 0 20 Jun 2022