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
Multi-modal Alignment using Representation Codebook Jiali Duan Liqun Chen Son Tran Jinyu Yang Yi Xu Belinda Zeng Trishul Chilimbi 33 66 0 28 Feb 2022
TeachAugment: Data Augmentation Optimization Using Teacher Knowledge Teppei Suzuki ViT 21 48 0 25 Feb 2022
Optimal channel selection with discrete QCQP Yeonwoo Jeong Deokjae Lee Gaon An Changyong Son Hyun Oh Song 16 1 0 24 Feb 2022
Sample Efficiency of Data Augmentation Consistency Regularization Shuo Yang Yijun Dong Rachel A. Ward Inderjit S. Dhillon Sujay Sanghavi Qi Lei AAML 23 17 0 24 Feb 2022
Auto-scaling Vision Transformers without Training Wuyang Chen Wei Huang Xianzhi Du Xiaodan Song Zhangyang Wang Denny Zhou ViT 32 23 0 24 Feb 2022
Retrieval Augmented Classification for Long-Tail Visual Recognition Alex Long Wei Yin Thalaiyasingam Ajanthan Vu-Linh Nguyen Pulak Purkait Ravi Garg Alan Blair Chunhua Shen Anton Van Den Hengel 21 107 0 22 Feb 2022
Vision-Language Pre-Training with Triple Contrastive Learning Jinyu Yang Jiali Duan Son N. Tran Yi Xu Sampath Chanda Liqun Chen Belinda Zeng Trishul Chilimbi Junzhou Huang VLM 29 289 0 21 Feb 2022
General Cyclical Training of Neural Networks L. Smith 38 6 0 17 Feb 2022
CLS: Cross Labeling Supervision for Semi-Supervised Learning Yao Yao Ju Shen Jin Xu Bin Zhong Li Xiao 29 3 0 17 Feb 2022
Meta Knowledge Distillation Jihao Liu Boxiao Liu Hongsheng Li Yu Liu 18 25 0 16 Feb 2022
Debiased Self-Training for Semi-Supervised Learning Baixu Chen Junguang Jiang Ximei Wang Pengfei Wan Jianmin Wang Mingsheng Long 32 86 0 15 Feb 2022
CATs++: Boosting Cost Aggregation with Convolutions and Transformers Seokju Cho Sunghwan Hong Seung Wook Kim ViT 27 34 0 14 Feb 2022
How Do Vision Transformers Work? Namuk Park Songkuk Kim ViT 47 465 0 14 Feb 2022
Mixing and Shifting: Exploiting Global and Local Dependencies in Vision MLPs Huangjie Zheng Pengcheng He Weizhu Chen Mingyuan Zhou 22 14 0 14 Feb 2022
Distribution augmentation for low-resource expressive text-to-speech Mateusz Lajszczak Animesh Prasad Arent van Korlaar Bajibabu Bollepalli A. Bonafonte ... M. Nicolis Alexis Moinet Thomas Drugman Trevor Wood Elena Sokolova 30 7 0 13 Feb 2022
BViT: Broad Attention based Vision Transformer Nannan Li Yaran Chen Weifan Li Zixiang Ding Dong Zhao ViT 38 23 0 13 Feb 2022
CMW-Net: Learning a Class-Aware Sample Weighting Mapping for Robust Deep Learning Jun Shu Xiang Yuan Deyu Meng Zongben Xu NoLa 19 33 0 11 Feb 2022
Towards Disentangling Information Paths with Coded ResNeXt Apostolos Avranas Marios Kountouris FAtt 17 1 0 10 Feb 2022
MaskGIT: Masked Generative Image Transformer Huiwen Chang Han Zhang Lu Jiang Ce Liu William T. Freeman ViT 40 622 0 08 Feb 2022
Addressing Data Scarcity in Multimodal User State Recognition by Combining Semi-Supervised and Supervised Learning Hendric Voss H. Wersing S. Kopp 21 3 0 08 Feb 2022
Corrupted Image Modeling for Self-Supervised Visual Pre-Training Yuxin Fang Li Dong Hangbo Bao Xinggang Wang Furu Wei 17 87 0 07 Feb 2022
Crafting Better Contrastive Views for Siamese Representation Learning Xiang Peng Kai Wang Zheng Hua Zhu Mang Wang Yang You SSL 28 102 0 07 Feb 2022
OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework Peng Wang An Yang Rui Men Junyang Lin Shuai Bai Zhikang Li Jianxin Ma Chang Zhou Jingren Zhou Hongxia Yang MLLM ObjD 53 850 0 07 Feb 2022
Active Learning on a Budget: Opposite Strategies Suit High and Low Budgets Guy Hacohen Avihu Dekel D. Weinshall 124 116 0 06 Feb 2022
Catch Me if You Can: A Novel Task for Detection of Covert Geo-Locations (CGL) Binoy Saha Sukhendu Das 19 1 0 05 Feb 2022
Deep invariant networks with differentiable augmentation layers Cédric Rommel Thomas Moreau Alexandre Gramfort OOD 27 8 0 04 Feb 2022
Deep Reference Priors: What is the best way to pretrain a model? Yansong Gao Rahul Ramesh Pratik Chaudhari BDL 15 5 0 01 Feb 2022
Rigidity Preserving Image Transformations and Equivariance in Perspective Lucas Brynte Georg Bökman Axel Flinth Fredrik Kahl 40 3 0 31 Jan 2022
DynaMixer: A Vision MLP Architecture with Dynamic Mixing Ziyu Wang Wenhao Jiang Yiming Zhu Li Yuan Yibing Song Wei Liu 43 44 0 28 Jan 2022
You Only Cut Once: Boosting Data Augmentation with a Single Cut Junlin Han Pengfei Fang Weihong Li Jie Hong M. Armin Ian Reid L. Petersson Hongdong Li 38 27 0 28 Jan 2022
Revisiting RCAN: Improved Training for Image Super-Resolution Zudi Lin Prateek Garg Atmadeep Banerjee Salma Abdel Magid Deqing Sun Yulun Zhang Luc Van Gool D. Wei Hanspeter Pfister SupR 53 57 0 27 Jan 2022
One Student Knows All Experts Know: From Sparse to Dense Fuzhao Xue Xiaoxin He Xiaozhe Ren Yuxuan Lou Yang You MoMe MoE 29 20 0 26 Jan 2022
S $^3$ NN: Time Step Reduction of Spiking Surrogate Gradients for Training Energy Efficient Single-Step Spiking Neural Networks Kazuma Suetake Shin-ichi Ikegawa Ryuji Saiin Yoshihide Sawada 18 4 0 26 Jan 2022
PARS: Pseudo-Label Aware Robust Sample Selection for Learning with Noisy Labels A. Goel Yunlong Jiao Jordan Massiah NoLa 16 7 0 26 Jan 2022
AggMatch: Aggregating Pseudo Labels for Semi-Supervised Learning Jiwon Kim Kwang-seok Ryoo Gyuseong Lee Seokju Cho Junyoung Seo Daehwan Kim Hansang Cho Seung Wook Kim 32 1 0 25 Jan 2022
Convolutional Xformers for Vision Pranav Jeevan Amit Sethi ViT 49 12 0 25 Jan 2022
Patches Are All You Need? Asher Trockman J. Zico Kolter ViT 225 402 0 24 Jan 2022
VIPriors 2: Visual Inductive Priors for Data-Efficient Deep Learning Challenges A. Lengyel Robert-Jan Bruintjes Marcos Baptista-Rios O. Kayhan Davide Zambrano Nergis Tomen J. C. V. Gemert VLM 30 11 0 21 Jan 2022
Omnivore: A Single Model for Many Visual Modalities Rohit Girdhar Mannat Singh Nikhil Ravi L. V. D. van der Maaten Armand Joulin Ishan Misra 226 225 0 20 Jan 2022
Can't Steal? Cont-Steal! Contrastive Stealing Attacks Against Image Encoders Zeyang Sha Xinlei He Ning Yu Michael Backes Yang Zhang 25 34 0 19 Jan 2022
Contrastive Regularization for Semi-Supervised Learning Doyup Lee Sungwoong Kim Ildoo Kim Yeongjae Cheon Minsu Cho Wook-Shin Han SSL 13 40 0 17 Jan 2022
Adversarial Machine Learning Threat Analysis and Remediation in Open Radio Access Network (O-RAN) Edan Habler Ron Bitton D. Avraham D. Mimran Eitan Klevansky Oleg Brodt Heiko Lehmann Yuval Elovici A. Shabtai AAML 39 12 0 16 Jan 2022
Multiview Transformers for Video Recognition Shen Yan Xuehan Xiong Anurag Arnab Zhichao Lu Mi Zhang Chen Sun Cordelia Schmid ViT 26 212 0 12 Jan 2022
Fighting Money Laundering with Statistics and Machine Learning R. Jensen Alexandros Iosifidis 36 13 0 11 Jan 2022
A ConvNet for the 2020s Zhuang Liu Hanzi Mao Chaozheng Wu Christoph Feichtenhofer Trevor Darrell Saining Xie ViT 42 4,980 0 10 Jan 2022
Avoiding Overfitting: A Survey on Regularization Methods for Convolutional Neural Networks C. F. G. Santos João Paulo Papa 30 211 0 10 Jan 2022
GhostNets on Heterogeneous Devices via Cheap Operations Kai Han Yunhe Wang Chang Xu Jianyuan Guo Chunjing Xu Enhua Wu Qi Tian 19 102 0 10 Jan 2022
Debiased Learning from Naturally Imbalanced Pseudo-Labels Xudong Wang Zhi-Li Wu Long Lian Stella X. Yu 36 92 0 05 Jan 2022
PyramidTNT: Improved Transformer-in-Transformer Baselines with Pyramid Architecture Kai Han Jianyuan Guo Yehui Tang Yunhe Wang ViT 34 22 0 04 Jan 2022
Vision Transformer Slimming: Multi-Dimension Searching in Continuous Optimization Space Arnav Chavan Zhiqiang Shen Zhuang Liu Zechun Liu Kwang-Ting Cheng Eric P. Xing ViT 33 70 0 03 Jan 2022