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
LAE : Long-tailed Age Estimation Zenghao Bao Marc Rigter Paul Duckworth Jun Wan Xibo Ma Zhen Lei G. Guo CVBM 34 5 0 25 Oct 2021
MisMatch: Calibrated Segmentation via Consistency on Differential Morphological Feature Perturbations with Limited Labels Moucheng Xu Yukun Zhou Chen Jin M. Groot N. Oxtoby Daniel C. Alexander Joseph Jacob 33 7 0 23 Oct 2021
A Fine-Grained Analysis on Distribution Shift Olivia Wiles Sven Gowal Florian Stimberg Sylvestre-Alvise Rebuffi Ira Ktena Krishnamurthy Dvijotham A. Cemgil OOD 239 209 0 21 Oct 2021
RCT: Random Consistency Training for Semi-supervised Sound Event Detection Nian Shao Erfan Loweimi Xiaofei Li 29 13 0 21 Oct 2021
No One Representation to Rule Them All: Overlapping Features of Training Methods Raphael Gontijo-Lopes Yann N. Dauphin E. D. Cubuk 34 60 0 20 Oct 2021
Improving Model Generalization by Agreement of Learned Representations from Data Augmentation Rowel Atienza ViT 17 9 0 20 Oct 2021
ABC: Auxiliary Balanced Classifier for Class-imbalanced Semi-supervised Learning Hyuck Lee Seungjae Shin Heeyoung Kim CLL 24 90 0 20 Oct 2021
Improving Robustness using Generated Data Sven Gowal Sylvestre-Alvise Rebuffi Olivia Wiles Florian Stimberg D. A. Calian Timothy A. Mann 36 294 0 18 Oct 2021
HRFormer: High-Resolution Transformer for Dense Prediction Yuhui Yuan Rao Fu Lang Huang Weihong Lin Chao Zhang Xilin Chen Jingdong Wang ViT 38 227 0 18 Oct 2021
Network Augmentation for Tiny Deep Learning Han Cai Chuang Gan Ji Lin Song Han 25 29 0 17 Oct 2021
Inconsistency-aware Uncertainty Estimation for Semi-supervised Medical Image Segmentation Yinghuan Shi Jian Zhang T. Ling Jiwen Lu Yefeng Zheng Qian Yu Lei Qi Yang Gao UQCV 19 144 0 17 Oct 2021
BAPGAN: GAN-based Bone Age Progression of Femur and Phalange X-ray Images Shinji Nakazawa Changhee Han J. Hasei R. Nakahara Toshifumi Ozaki GAN MedIm 13 1 0 16 Oct 2021
Understanding and Improving Robustness of Vision Transformers through Patch-based Negative Augmentation Yao Qin Chiyuan Zhang Ting Chen Balaji Lakshminarayanan Alex Beutel Xuezhi Wang ViT 50 43 0 15 Oct 2021
FedSEAL: Semi-Supervised Federated Learning with Self-Ensemble Learning and Negative Learning Jieming Bian Zhu Fu Jie Xu FedML 31 13 0 15 Oct 2021
FlexMatch: Boosting Semi-Supervised Learning with Curriculum Pseudo Labeling Bowen Zhang Yidong Wang Wenxin Hou Hao Wu Jindong Wang Manabu Okumura T. Shinozaki AAML 279 868 0 15 Oct 2021
Non-deep Networks Ankit Goyal Alexey Bochkovskiy Jia Deng V. Koltun 119 69 0 14 Oct 2021
Object-Region Video Transformers Roei Herzig Elad Ben-Avraham K. Mangalam Amir Bar Gal Chechik Anna Rohrbach Trevor Darrell Amir Globerson ViT 32 82 0 13 Oct 2021
Well-classified Examples are Underestimated in Classification with Deep Neural Networks Guangxiang Zhao Wenkai Yang Xuancheng Ren Lei Li Hao Sun Xu Sun 25 15 0 13 Oct 2021
Dynamic Inference with Neural Interpreters Nasim Rahaman Muhammad Waleed Gondal S. Joshi Peter V. Gehler Yoshua Bengio Francesco Locatello Bernhard Schölkopf 51 31 0 12 Oct 2021
Open-Set Recognition: a Good Closed-Set Classifier is All You Need? S. Vaze Kai Han Andrea Vedaldi Andrew Zisserman BDL 169 411 0 12 Oct 2021
TAda! Temporally-Adaptive Convolutions for Video Understanding Ziyuan Huang Shiwei Zhang Liang Pan Zhiwu Qing Mingqian Tang Ziwei Liu M. Ang 53 49 0 12 Oct 2021
Synergy: Resource Sensitive DNN Scheduling in Multi-Tenant Clusters Jayashree Mohan Amar Phanishayee Janardhan Kulkarni Vijay Chidambaram GNN 16 2 0 12 Oct 2021
Point Cloud Augmentation with Weighted Local Transformations S. Kim S. Lee Dasol Hwang Jaewon Lee Seong Jae Hwang Hyunwoo J. Kim 3DPC 23 60 0 11 Oct 2021
Self-supervised Learning is More Robust to Dataset Imbalance Hong Liu Jeff Z. HaoChen Adrien Gaidon Tengyu Ma OOD SSL 43 157 0 11 Oct 2021
Better Pseudo-label: Joint Domain-aware Label and Dual-classifier for Semi-supervised Domain Generalization Ruiqi Wang Lei Qi Yinghuan Shi Yang Gao 33 22 0 10 Oct 2021
Digging Into Self-Supervised Learning of Feature Descriptors Iaroslav Melekhov Zakaria Laskar Xiaotian Li Shuzhe Wang Arno Solin SSL 48 8 0 10 Oct 2021
Deep Long-Tailed Learning: A Survey Yifan Zhang Bingyi Kang Bryan Hooi Shuicheng Yan Jiashi Feng VLM 23 561 0 09 Oct 2021
Colour augmentation for improved semi-supervised semantic segmentation Geoff French Michal Mackiewicz 19 3 0 09 Oct 2021
RankingMatch: Delving into Semi-Supervised Learning with Consistency Regularization and Ranking Loss Trung Q. Tran Mingu Kang Daeyoung Kim 24 2 0 09 Oct 2021
UniNet: Unified Architecture Search with Convolution, Transformer, and MLP Jihao Liu Hongsheng Li Guanglu Song Xin Huang Yu Liu ViT 39 35 0 08 Oct 2021
Sparse MoEs meet Efficient Ensembles J. Allingham F. Wenzel Zelda E. Mariet Basil Mustafa J. Puigcerver ... Balaji Lakshminarayanan Jasper Snoek Dustin Tran Carlos Riquelme Ruiz Rodolphe Jenatton MoE 51 21 0 07 Oct 2021
Unsupervised Selective Labeling for More Effective Semi-Supervised Learning Xudong Wang Long Lian Stella X. Yu 194 33 0 06 Oct 2021
3rd Place Solution to Google Landmark Recognition Competition 2021 Chengfeng Xu Weimin Wang Shuai Liu Yong Wang Yuxiang Tang Tianling Bian Yanyu Yan Qi She Cheng Yang 3DPC 3DV 38 6 0 06 Oct 2021
ActiveMatch: End-to-end Semi-supervised Active Representation Learning Xinkai Yuan Zilinghan Li Gaoang Wang CLL 35 6 0 06 Oct 2021
Ripple Attention for Visual Perception with Sub-quadratic Complexity Lin Zheng Huijie Pan Lingpeng Kong 33 3 0 06 Oct 2021
Spectral Bias in Practice: The Role of Function Frequency in Generalization Sara Fridovich-Keil Raphael Gontijo-Lopes Rebecca Roelofs 41 28 0 06 Oct 2021
Spatial Ensemble: a Novel Model Smoothing Mechanism for Student-Teacher Framework Tengteng Huang Yifan Sun Xun Wang Haotian Yao Chi Zhang 20 3 0 04 Oct 2021
Consistency Regularization Can Improve Robustness to Label Noise Erik Englesson Hossein Azizpour NoLa 196 20 0 04 Oct 2021
Landslide Detection in Real-Time Social Media Image Streams Ferda Ofli Muhammad Imran U. Qazi J. Roch C. Pennington V. Banks R. Bossu 23 13 0 03 Oct 2021
Stochastic Contrastive Learning Jason Ramapuram Dan Busbridge Xavier Suau Russ Webb BDL SSL 44 3 0 01 Oct 2021
ResNet strikes back: An improved training procedure in timm Ross Wightman Hugo Touvron Hervé Jégou AI4TS 212 487 0 01 Oct 2021
Instance Segmentation Challenge Track Technical Report, VIPriors Workshop at ICCV 2021: Task-Specific Copy-Paste Data Augmentation Method for Instance Segmentation Jahongir Yunusov Shohruh Rakhmatov A. Namozov Abdulaziz Gaybulayev Tae-Hyong Kim ISeg 35 5 0 01 Oct 2021
SpliceOut: A Simple and Efficient Audio Augmentation Method Arjit Jain Pranay Reddy Samala Deepak Mittal Preethi Jyothi M. Singh 35 10 0 30 Sep 2021
Robust Temporal Ensembling for Learning with Noisy Labels Abel Brown Benedikt Schifferer R. DiPietro NoLa OOD 14 0 0 29 Sep 2021
UFO-ViT: High Performance Linear Vision Transformer without Softmax Jeonggeun Song ViT 114 20 0 29 Sep 2021
A Strong Baseline for the VIPriors Data-Efficient Image Classification Challenge Björn Barz Lorenzo Brigato Luca Iocchi Joachim Denzler VLM 32 2 0 28 Sep 2021
TrOCR: Transformer-based Optical Character Recognition with Pre-trained Models Minghao Li Tengchao Lv Jingye Chen Lei Cui Yijuan Lu D. Florêncio Cha Zhang Zhoujun Li Furu Wei ViT 100 344 0 21 Sep 2021
AutoInit: Analytic Signal-Preserving Weight Initialization for Neural Networks G. Bingham Risto Miikkulainen ODL 24 4 0 18 Sep 2021
DHA: End-to-End Joint Optimization of Data Augmentation Policy, Hyper-parameter and Architecture Kaichen Zhou Lanqing Hong Shuailiang Hu Fengwei Zhou Binxin Ru Jiashi Feng Zhenguo Li 62 10 0 13 Sep 2021
Sparse MLP for Image Recognition: Is Self-Attention Really Necessary? Chuanxin Tang Yucheng Zhao Guangting Wang Chong Luo Wenxuan Xie Wenjun Zeng MoE ViT 38 98 0 12 Sep 2021