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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
SMMix: Self-Motivated Image Mixing for Vision Transformers Mengzhao Chen Mingbao Lin Zhihang Lin Yuxin Zhang Chia-Wen Lin Rongrong Ji 120 11 0 26 Dec 2022
Image Classification with Small Datasets: Overview and Benchmark Lorenzo Brigato Björn Barz Luca Iocchi Joachim Denzler VLM 71 20 0 23 Dec 2022
Not Just Pretty Pictures: Toward Interventional Data Augmentation Using Text-to-Image Generators Jianhao Yuan Francesco Pinto Adam Davies Philip Torr DiffM 76 12 0 21 Dec 2022
Land Cover and Land Use Detection using Semi-Supervised Learning Fahmida Tasnim Lisa Md. Zarif Hossain Sharmin Naj Mou Shahriar Ivan M. H. Kabir 47 1 0 21 Dec 2022
What Makes for Good Tokenizers in Vision Transformer? Shengju Qian Yi Zhu Wenbo Li Mu Li Jiaya Jia ViT 91 14 0 21 Dec 2022
Unleashing the Power of Visual Prompting At the Pixel Level Junyang Wu Xianhang Li Chen Wei Huiyu Wang Alan Yuille Yuyin Zhou Cihang Xie VPVLM VLM 97 32 0 20 Dec 2022
RangeAugment: Efficient Online Augmentation with Range Learning Sachin Mehta Saeid Naderiparizi Fartash Faghri Maxwell Horton Lailin Chen Ali Farhadi Oncel Tuzel Mohammad Rastegari 53 6 0 20 Dec 2022
Masked Event Modeling: Self-Supervised Pretraining for Event Cameras Simone Klenk David Bonello Lukas Koestler Nikita Araslanov Daniel Cremers 92 25 0 20 Dec 2022
Flareon: Stealthy any2any Backdoor Injection via Poisoned Augmentation Tianrui Qin Xianghuan He Xitong Gao Yiren Zhao Kejiang Ye Chengjie Xu AAML 65 3 0 20 Dec 2022
Position-guided Text Prompt for Vision-Language Pre-training Alex Jinpeng Wang Pan Zhou Mike Zheng Shou Shuicheng Yan VLM 65 38 0 19 Dec 2022
Bort: Towards Explainable Neural Networks with Bounded Orthogonal Constraint Borui Zhang Wenzhao Zheng Jie Zhou Jiwen Lu AAML 88 7 0 18 Dec 2022
Better May Not Be Fairer: A Study on Subgroup Discrepancy in Image Classification Ming-Chang Chiu Pin-Yu Chen Xuezhe Ma 83 6 0 16 Dec 2022
From Xception to NEXcepTion: New Design Decisions and Neural Architecture Search Hadar Shavit Filip Jatelnicki Pol Mor-Puigventós W. Kowalczyk 45 2 0 16 Dec 2022
A Critical Appraisal of Data Augmentation Methods for Imaging-Based Medical Diagnosis Applications Tara Pattilachan Ugur Demir Elif Keles Debesh Jha D. Klatte M. Engels S. Hoogenboom C. Bolan Michael B. Wallace Ulas Bagci MedIm 48 2 0 14 Dec 2022
GPViT: A High Resolution Non-Hierarchical Vision Transformer with Group Propagation Chenhongyi Yang Jiarui Xu Shalini De Mello Elliot J. Crowley Xinyu Wang ViT 96 22 0 13 Dec 2022
Boosting Semi-Supervised Learning with Contrastive Complementary Labeling Qinyi Deng Yong Guo Zhibang Yang Haolin Pan Jian Chen 119 10 0 13 Dec 2022
FastMIM: Expediting Masked Image Modeling Pre-training for Vision Jianyuan Guo Kai Han Han Wu Yehui Tang Yunhe Wang Chang Xu 80 10 0 13 Dec 2022
CLIP Itself is a Strong Fine-tuner: Achieving 85.7% and 88.0% Top-1 Accuracy with ViT-B and ViT-L on ImageNet Xiaoyi Dong Jianmin Bao Ting Zhang Dongdong Chen Shuyang Gu Weiming Zhang Lu Yuan Dong Chen Fang Wen Nenghai Yu CLIP 68 37 0 12 Dec 2022
Accelerating Self-Supervised Learning via Efficient Training Strategies Mustafa Taha Koccyiugit Timothy M. Hospedales Hakan Bilen SSL 66 8 0 11 Dec 2022
SEPT: Towards Scalable and Efficient Visual Pre-Training Yiqi Lin Huabin Zheng Huaping Zhong Jinjing Zhu Weijia Li Conghui He Lin Wang 78 2 0 11 Dec 2022
Uniform Masking Prevails in Vision-Language Pretraining Siddharth Verma Yuchen Lu Rui Hou Hanchao Yu Nicolas Ballas Madian Khabsa Amjad Almahairi VLM 50 0 0 10 Dec 2022
VideoCoCa: Video-Text Modeling with Zero-Shot Transfer from Contrastive Captioners Shen Yan Tao Zhu Zirui Wang Yuan Cao Mi Zhang Soham Ghosh Yonghui Wu Jiahui Yu VLM VGen 68 51 0 09 Dec 2022
Augmentation Matters: A Simple-yet-Effective Approach to Semi-supervised Semantic Segmentation Zhen Zhao Lihe Yang Sifan Long Jimin Pi Luping Zhou Jingdong Wang 115 78 0 09 Dec 2022
Spurious Features Everywhere -- Large-Scale Detection of Harmful Spurious Features in ImageNet Yannic Neuhaus Maximilian Augustin Valentyn Boreiko Matthias Hein AAML 134 32 0 09 Dec 2022
Masked Video Distillation: Rethinking Masked Feature Modeling for Self-supervised Video Representation Learning Rui Wang Dongdong Chen Zuxuan Wu Yinpeng Chen Xiyang Dai Mengchen Liu Lu Yuan Yu-Gang Jiang VGen 124 94 0 08 Dec 2022
OFASys: A Multi-Modal Multi-Task Learning System for Building Generalist Models Jinze Bai Rui Men Han Yang Xuancheng Ren Kai Dang ... Wenhang Ge Jianxin Ma Junyang Lin Jingren Zhou Chang Zhou 88 16 0 08 Dec 2022
Latent Graph Representations for Critical View of Safety Assessment Aditya Murali Deepak Alapatt Pietro Mascagni Armine Vardazaryan Alain Garcia Nariaki Okamoto Didier Mutter N. Padoy MedIm 132 24 0 08 Dec 2022
Teaching Matters: Investigating the Role of Supervision in Vision Transformers Matthew Walmer Saksham Suri Kamal Gupta Abhinav Shrivastava 77 33 0 07 Dec 2022
Rethinking Video ViTs: Sparse Video Tubes for Joint Image and Video Learning A. Piergiovanni Weicheng Kuo A. Angelova ViT 84 58 0 06 Dec 2022
SSDA3D: Semi-supervised Domain Adaptation for 3D Object Detection from Point Cloud Yan Wang Junbo Yin Wei Li P. Frossard Ruigang Yang Jianbing Shen 3DPC 83 45 0 06 Dec 2022
Rethinking Backdoor Data Poisoning Attacks in the Context of Semi-Supervised Learning Marissa Connor Vincent Emanuele SILM AAML 61 1 0 05 Dec 2022
Minimum Class Confusion based Transfer for Land Cover Segmentation in Rural and Urban Regions Metehan Yalçin A. Kındıroglu F. Bagci Ufuk Uyan Mahiye Uluyagmur Öztürk 81 2 0 05 Dec 2022
Learning Imbalanced Data with Vision Transformers Zhengzhuo Xu R. Liu Shuo Yang Zenghao Chai Chun Yuan 101 36 0 05 Dec 2022
Masked Contrastive Pre-Training for Efficient Video-Text Retrieval Fangxun Shu Biaolong Chen Yue Liao Shuwen Xiao Wenyu Sun Xiaobo Li Yousong Zhu Jinqiao Wang Si Liu CLIP 70 12 0 02 Dec 2022
PASTA: Proportional Amplitude Spectrum Training Augmentation for Syn-to-Real Domain Generalization Prithvijit Chattopadhyay Kartik Sarangmath Vivek Vijaykumar Judy Hoffman 141 29 0 02 Dec 2022
Scaling Language-Image Pre-training via Masking Yanghao Li Haoqi Fan Ronghang Hu Christoph Feichtenhofer Kaiming He CLIP VLM 111 329 0 01 Dec 2022
ResFormer: Scaling ViTs with Multi-Resolution Training Rui Tian Zuxuan Wu Qiuju Dai Hang-Rui Hu Yu Qiao Yu-Gang Jiang ViT 98 35 0 01 Dec 2022
Part-based Face Recognition with Vision Transformers Zhonglin Sun Georgios Tzimiropoulos ViT 99 17 0 30 Nov 2022
Exploiting Category Names for Few-Shot Classification with Vision-Language Models Taihong Xiao Zirui Wang Liangliang Cao Jiahui Yu Shengyang Dai Ming-Hsuan Yang VLM MLLM 76 5 0 29 Nov 2022
AdvMask: A Sparse Adversarial Attack Based Data Augmentation Method for Image Classification Suorong Yang Jinqiao Li Jian Zhao S. Furao AAML 67 6 0 29 Nov 2022
PatchMix Augmentation to Identify Causal Features in Few-shot Learning C. Xu Chen Liu Xinwei Sun Siqian Yang Yabiao Wang Chengjie Wang Yanwei Fu 62 17 0 29 Nov 2022
LUMix: Improving Mixup by Better Modelling Label Uncertainty Shuyang Sun Jieneng Chen Ruifei He Alan Yuille Philip Torr Song Bai UQCV NoLa 71 5 0 29 Nov 2022
Lightweight Structure-Aware Attention for Visual Understanding Heeseung Kwon F. M. Castro M. Marín-Jiménez N. Guil Alahari Karteek 79 2 0 29 Nov 2022
Towards Improved Input Masking for Convolutional Neural Networks S. Balasubramanian Soheil Feizi AAML 66 4 0 26 Nov 2022
Receptive Field Refinement for Convolutional Neural Networks Reliably Improves Predictive Performance Mats L. Richter C. Pal 70 3 0 26 Nov 2022
Degenerate Swin to Win: Plain Window-based Transformer without Sophisticated Operations Tan Yu Ping Li ViT 81 5 0 25 Nov 2022
Cross-Domain Ensemble Distillation for Domain Generalization Kyung-Jin Lee Sungyeon Kim Suha Kwak FedML OOD 79 38 0 25 Nov 2022
Expanding Small-Scale Datasets with Guided Imagination Yifan Zhang Daquan Zhou Bryan Hooi Kaixin Wang Jiashi Feng 171 48 0 25 Nov 2022
XKD: Cross-modal Knowledge Distillation with Domain Alignment for Video Representation Learning Pritam Sarkar Ali Etemad 112 23 0 25 Nov 2022
Learning with Partial Labels from Semi-supervised Perspective Ximing Li Yuanzhi Jiang C. Li Yiyuan Wang Jihong Ouyang SSL 60 16 0 24 Nov 2022