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
Challenges of Adversarial Image Augmentations Arno Blaas Xavier Suau Jason Ramapuram N. Apostoloff Luca Zappella AAML 13 4 0 24 Nov 2021
An Image Patch is a Wave: Phase-Aware Vision MLP Yehui Tang Kai Han Jianyuan Guo Chang Xu Yanxi Li Chao Xu Yunhe Wang 24 133 0 24 Nov 2021
Improved Fine-Tuning by Better Leveraging Pre-Training Data Ziquan Liu Yi Tian Xu Yuanhong Xu Qi Qian Hao Li Xiangyang Ji Antoni B. Chan Rong Jin 14 37 0 24 Nov 2021
Critical Initialization of Wide and Deep Neural Networks through Partial Jacobians: General Theory and Applications Darshil Doshi Tianyu He Andrey Gromov 27 8 0 23 Nov 2021
Semi-Supervised Learning with Taxonomic Labels Jong-Chyi Su Subhransu Maji 41 10 0 23 Nov 2021
MetaFormer Is Actually What You Need for Vision Weihao Yu Mi Luo Pan Zhou Chenyang Si Yichen Zhou Xinchao Wang Jiashi Feng Shuicheng Yan 28 874 0 22 Nov 2021
Why Do Self-Supervised Models Transfer? Investigating the Impact of Invariance on Downstream Tasks Linus Ericsson Henry Gouk Timothy M. Hospedales SSL 16 15 0 22 Nov 2021
Topological Regularization for Dense Prediction Deqing Fu Bradley J. Nelson MDE 19 0 0 22 Nov 2021
MUM : Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object Detection Jongmok Kim JooYoung Jang Seunghyeon Seo Jisoo Jeong Jongkeun Na Nojun Kwak 17 40 0 22 Nov 2021
Discrete Representations Strengthen Vision Transformer Robustness Chengzhi Mao Lu Jiang Mostafa Dehghani Carl Vondrick Rahul Sukthankar Irfan Essa ViT 27 43 0 20 Nov 2021
Rethinking Dilated Convolution for Real-time Semantic Segmentation Roland Gao SSeg 30 38 0 18 Nov 2021
PyTorchVideo: A Deep Learning Library for Video Understanding Haoqi Fan Tullie Murrell Heng Wang Kalyan Vasudev Alwala Yanghao Li ... Ross B. Girshick Matt Feiszli Aaron B. Adcock Wan-Yen Lo Christoph Feichtenhofer VLM ViT 26 49 0 18 Nov 2021
SimMIM: A Simple Framework for Masked Image Modeling Zhenda Xie Zheng-Wei Zhang Yue Cao Yutong Lin Jianmin Bao Zhuliang Yao Qi Dai Han Hu 51 1,309 0 18 Nov 2021
Swin Transformer V2: Scaling Up Capacity and Resolution Ze Liu Han Hu Yutong Lin Zhuliang Yao Zhenda Xie ... Yue Cao Zheng-Wei Zhang Li Dong Furu Wei B. Guo ViT 55 1,747 0 18 Nov 2021
TransMix: Attend to Mix for Vision Transformers Jieneng Chen Shuyang Sun Ju He Philip H. S. Torr Alan Yuille S. Bai ViT 28 103 0 18 Nov 2021
Evaluating Transformers for Lightweight Action Recognition Raivo Koot Markus Hennerbichler Haiping Lu ViT 28 8 0 18 Nov 2021
Improving Transferability of Representations via Augmentation-Aware Self-Supervision Hankook Lee Kibok Lee Kimin Lee Honglak Lee Jinwoo Shin SSL 21 51 0 18 Nov 2021
INTERN: A New Learning Paradigm Towards General Vision Jing Shao Siyu Chen Yangguang Li Kun Wang Zhen-fei Yin ... F. Yu Junjie Yan Dahua Lin Xiaogang Wang Yu Qiao 16 34 0 16 Nov 2021
Improved Robustness of Vision Transformer via PreLayerNorm in Patch Embedding Bum Jun Kim Hyeyeon Choi Hyeonah Jang Dong Gu Lee Wonseok Jeong Sang Woo Kim ViT 11 8 0 16 Nov 2021
Towards Optimal Strategies for Training Self-Driving Perception Models in Simulation David Acuna Jonah Philion Sanja Fidler OOD 18 16 0 15 Nov 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 305 7,443 0 11 Nov 2021
Towards Domain-Independent and Real-Time Gesture Recognition Using mmWave Signal Yadong Li Dongheng Zhang Jinbo Chen Jinwei Wan Dong Zhang Yang Hu Qibin Sun Yan Chen 16 68 0 11 Nov 2021
Data Augmentation Can Improve Robustness Sylvestre-Alvise Rebuffi Sven Gowal D. A. Calian Florian Stimberg Olivia Wiles Timothy A. Mann AAML 17 270 0 09 Nov 2021
RapidRead: Global Deployment of State-of-the-art Radiology AI for a Large Veterinary Teleradiology Practice Michael Fitzke Conrad Stack Andre Dourson Rodrigo M. B. Santana Diane U Wilson L. Ziemer Arjun Soin M. Lungren Paul Fisher Mark Parkinson LM&MA MedIm 18 5 0 09 Nov 2021
MixACM: Mixup-Based Robustness Transfer via Distillation of Activated Channel Maps Muhammad Awais Fengwei Zhou Chuanlong Xie Jiawei Li Sung-Ho Bae Zhenguo Li AAML 40 17 0 09 Nov 2021
Label-Aware Distribution Calibration for Long-tailed Classification Chaozheng Wang Shuzheng Gao Cuiyun Gao Pengyun Wang Wenjie Pei Lujia Pan Zenglin Xu 32 20 0 09 Nov 2021
DeepSteal: Advanced Model Extractions Leveraging Efficient Weight Stealing in Memories Adnan Siraj Rakin Md Hafizul Islam Chowdhuryy Fan Yao Deliang Fan AAML MIACV 42 110 0 08 Nov 2021
What augmentations are sensitive to hyper-parameters and why? Ch Muhammad Awais I. E. I. Bekkouch AAML 17 1 0 06 Nov 2021
Dynamic Data Augmentation with Gating Networks for Time Series Recognition Daisuke Oba Shinnosuke Matsuo Brian Kenji Iwana AI4TS 21 1 0 05 Nov 2021
Bootstrap Your Object Detector via Mixed Training Mengde Xu Zheng-Wei Zhang Fangyun Wei Yutong Lin Yue Cao Stephen Lin Han Hu Xiang Bai ObjD 24 6 0 04 Nov 2021
An Empirical Study of Training End-to-End Vision-and-Language Transformers Zi-Yi Dou Yichong Xu Zhe Gan Jianfeng Wang Shuohang Wang ... Pengchuan Zhang Lu Yuan Nanyun Peng Zicheng Liu Michael Zeng VLM 27 368 0 03 Nov 2021
VLMo: Unified Vision-Language Pre-Training with Mixture-of-Modality-Experts Hangbo Bao Wenhui Wang Li Dong Qiang Liu Owais Khan Mohammed Kriti Aggarwal Subhojit Som Furu Wei VLM MLLM MoE 20 533 0 03 Nov 2021
LTD: Low Temperature Distillation for Robust Adversarial Training Erh-Chung Chen Che-Rung Lee AAML 24 26 0 03 Nov 2021
Multi-Scale High-Resolution Vision Transformer for Semantic Segmentation Jiaqi Gu Hyoukjun Kwon Dilin Wang Wei Ye Meng Li Yu-Hsin Chen Liangzhen Lai Vikas Chandra David Z. Pan ViT 24 182 0 01 Nov 2021
HIERMATCH: Leveraging Label Hierarchies for Improving Semi-Supervised Learning Ashima Garg Shaurya Bagga Yashvardhan Singh Saket Anand 22 12 0 30 Oct 2021
Adaptive Hierarchical Similarity Metric Learning with Noisy Labels Jiexi Yan Lei Luo Cheng Deng Heng-Chiao Huang NoLa 10 17 0 29 Oct 2021
Blending Anti-Aliasing into Vision Transformer Shengju Qian Hao Shao Yi Zhu Mu Li Jiaya Jia 26 20 0 28 Oct 2021
How Important is Importance Sampling for Deep Budgeted Training? Eric Arazo Diego Ortego Paul Albert Noel E. O'Connor Kevin McGuinness 20 7 0 27 Oct 2021
Identifying the key components in ResNet-50 for diabetic retinopathy grading from fundus images: a systematic investigation Yijin Huang Li Lin Pujin Cheng Junyan Lyu Roger Tam Xiaoying Tang 29 32 0 27 Oct 2021
DP-SSL: Towards Robust Semi-supervised Learning with A Few Labeled Samples Yi Xu Jiandong Ding Lu Zhang Shuigeng Zhou 39 32 0 26 Oct 2021
Directional Self-supervised Learning for Heavy Image Augmentations Yalong Bai Yifan Yang Wei Zhang Tao Mei 23 20 0 26 Oct 2021
History Aware Multimodal Transformer for Vision-and-Language Navigation Shizhe Chen Pierre-Louis Guhur Cordelia Schmid Ivan Laptev LM&Ro 22 225 0 25 Oct 2021
LAE : Long-tailed Age Estimation Zenghao Bao Marc Rigter Paul Duckworth Jun Wan Xibo Ma Zhen Lei G. Guo CVBM 18 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 17 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 225 202 0 21 Oct 2021
RCT: Random Consistency Training for Semi-supervised Sound Event Detection Nian Shao Erfan Loweimi Xiaofei Li 26 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 20 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 36 293 0 18 Oct 2021