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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
AROID: Improving Adversarial Robustness through Online Instance-wise Data Augmentation Lin Li Jianing Qiu Michael W. Spratling AAML 56 4 0 12 Jun 2023
Global and Local Semantic Completion Learning for Vision-Language Pre-training Rong-Cheng Tu Yatai Ji Jie Jiang Weijie Kong Chengfei Cai Wenzhe Zhao Hongfa Wang Yujiu Yang Wei Liu VLM 96 4 0 12 Jun 2023
Feature Fusion from Head to Tail for Long-Tailed Visual Recognition Mengke Li Zhikai Hu Yang Lu Weichao Lan Yiu-ming Cheung Hui Huang 68 27 0 12 Jun 2023
Rethink DARTS Search Space and Renovate a New Benchmark Jiuling Zhang Zhiming Ding 59 1 0 12 Jun 2023
2-D SSM: A General Spatial Layer for Visual Transformers Ethan Baron Itamar Zimerman Lior Wolf 94 16 0 11 Jun 2023
EventCLIP: Adapting CLIP for Event-based Object Recognition Ziyi Wu Xudong Liu Igor Gilitschenski VLM 87 17 0 10 Jun 2023
Customizing General-Purpose Foundation Models for Medical Report Generation Bang-ju Yang Asif Raza Yuexian Zou Tong Zhang MedIm 87 11 0 09 Jun 2023
Unsupervised augmentation optimization for few-shot medical image segmentation Quan Quan Shang Zhao Qingsong Yao Heqin Zhu S. Kevin Zhou 88 1 0 08 Jun 2023
Generalizable Lightweight Proxy for Robust NAS against Diverse Perturbations Hyeonjeong Ha Minseon Kim Sung Ju Hwang OOD AAML 68 6 0 08 Jun 2023
Optimizing ViViT Training: Time and Memory Reduction for Action Recognition Shreyank N. Gowda Anurag Arnab Jonathan Huang ViT 55 4 0 07 Jun 2023
ScoreCL: Augmentation-Adaptive Contrastive Learning via Score-Matching Function Jinyoung Kim Soonwoo Kwon Hyojun Go Yunsung Lee Seungtaek Choi Hyun-Gyoon Kim 64 1 0 07 Jun 2023
Towards Unified Text-based Person Retrieval: A Large-scale Multi-Attribute and Language Search Benchmark Shuyu Yang Yinan Zhou Yaxiong Wang Yujiao Wu Li Zhu Zhedong Zheng VLM DiffM 142 92 0 05 Jun 2023
Multi-Objective Population Based Training A. Dushatskiy A. Chebykin Tanja Alderliesten Peter A. N. Bosman 84 4 0 02 Jun 2023
Deep Reinforcement Learning Framework for Thoracic Diseases Classification via Prior Knowledge Guidance Weizhi Nie Chen Zhang Dan Song Lina Zhao Yunpeng Bai Keliang Xie Anan Liu 74 2 0 02 Jun 2023
Exploring the Boundaries of Semi-Supervised Facial Expression Recognition: Learning from In-Distribution, Out-of-Distribution, and Unconstrained Data Shuvendu Roy Ali Etemad 62 0 0 02 Jun 2023
Scaling Up Semi-supervised Learning with Unconstrained Unlabelled Data Shuvendu Roy Ali Etemad SSL 58 5 0 02 Jun 2023
Consistency-guided Prompt Learning for Vision-Language Models Shuvendu Roy Ali Etemad VLM VPVLM 93 63 0 01 Jun 2023
Hiera: A Hierarchical Vision Transformer without the Bells-and-Whistles Chaitanya K. Ryali Yuan-Ting Hu Daniel Bolya Chen Wei Haoqi Fan ... Omid Poursaeed Judy Hoffman Jitendra Malik Yanghao Li Christoph Feichtenhofer 3DH 128 188 0 01 Jun 2023
(Almost) Provable Error Bounds Under Distribution Shift via Disagreement Discrepancy Elan Rosenfeld Saurabh Garg UQCV 68 7 0 01 Jun 2023
Lightweight Vision Transformer with Bidirectional Interaction Qihang Fan Huaibo Huang Xiaoqiang Zhou Ran He ViT 150 29 0 01 Jun 2023
Bytes Are All You Need: Transformers Operating Directly On File Bytes Maxwell Horton Sachin Mehta Ali Farhadi Mohammad Rastegari VLM 102 7 0 31 May 2023
Inconsistency, Instability, and Generalization Gap of Deep Neural Network Training Rie Johnson Tong Zhang 43 6 0 31 May 2023
ManagerTower: Aggregating the Insights of Uni-Modal Experts for Vision-Language Representation Learning Xiao Xu Bei Li Chenfei Wu Shao-Yen Tseng Anahita Bhiwandiwalla Shachar Rosenman Vasudev Lal Wanxiang Che Nan Duan AIFin VLM 68 4 0 31 May 2023
Too Large; Data Reduction for Vision-Language Pre-Training Alex Jinpeng Wang Kevin Qinghong Lin David Junhao Zhang Stan Weixian Lei Mike Zheng Shou VLM 76 24 0 31 May 2023
VIPriors 3: Visual Inductive Priors for Data-Efficient Deep Learning Challenges Robert-Jan Bruintjes A. Lengyel Marcos Baptista-Rios O. Kayhan Davide Zambrano Nergis Tomen Jan van Gemert 65 9 0 31 May 2023
CVSNet: A Computer Implementation for Central Visual System of The Brain Ruimin Gao Hao-Li Zou Zhekai Duan 75 3 0 31 May 2023
Are Large Kernels Better Teachers than Transformers for ConvNets? Tianjin Huang Lu Yin Zhenyu Zhang Lijuan Shen Meng Fang Mykola Pechenizkiy Zhangyang Wang Shiwei Liu 90 13 0 30 May 2023
Joint Optimization of Class-Specific Training- and Test-Time Data Augmentation in Segmentation Zeju Li Konstantinos Kamnitsas Qi Dou C. Qin Ben Glocker 66 6 0 30 May 2023
Caterpillar: A Pure-MLP Architecture with Shifted-Pillars-Concatenation J. Sun Xiaoshuang Shi Zhiyuan Weng Kaidi Xu Jikang Cheng Xiao-lan Zhu MLLM 70 2 0 28 May 2023
CrossGET: Cross-Guided Ensemble of Tokens for Accelerating Vision-Language Transformers Dachuan Shi Chaofan Tao Anyi Rao Zhendong Yang Chun Yuan Jiaqi Wang VLM 119 23 0 27 May 2023
Rethinking PRL: A Multiscale Progressively Residual Learning Network for Inverse Halftoning Feiyu Li Jun Yang 36 1 0 27 May 2023
BiomedGPT: A Unified and Generalist Biomedical Generative Pre-trained Transformer for Vision, Language, and Multimodal Tasks Kai Zhang Jun Yu Eashan Adhikarla Rong Zhou Zhilin Yan ... Xun Chen Yong Chen Quanzheng Li Hongfang Liu Lichao Sun LM&MA MedIm 103 184 0 26 May 2023
Making Vision Transformers Truly Shift-Equivariant Renan A. Rojas-Gomez Teck-Yian Lim Minh N. Do Raymond A. Yeh ViT 82 9 0 25 May 2023
Diversify Your Vision Datasets with Automatic Diffusion-Based Augmentation Lisa Dunlap Alyssa Umino Han Zhang Jiezhi Yang Joseph E. Gonzalez Trevor Darrell DiffM 91 79 0 25 May 2023
Learning Better with Less: Effective Augmentation for Sample-Efficient Visual Reinforcement Learning Guozheng Ma Linrui Zhang Haoyu Wang Lu Li Zilin Wang Zhen Wang Li Shen Xueqian Wang Dacheng Tao 96 12 0 25 May 2023
Dynamic Data Augmentation via MCTS for Prostate MRI Segmentation Xin-Chao Xu Yu-Tseng Hsi Hong Wang Xuelong Li 49 0 0 25 May 2023
Knowledge Diffusion for Distillation Tao Huang Yuan Zhang Mingkai Zheng Shan You Fei Wang Chao Qian Chang Xu 108 56 0 25 May 2023
Training on Thin Air: Improve Image Classification with Generated Data Yongchao Zhou Hshmat Sahak Jimmy Ba DiffM 85 47 0 24 May 2023
Delving Deeper into Data Scaling in Masked Image Modeling Cheng Lu Xiaojie Jin Qibin Hou Jun Hao Liew Mingg-Ming Cheng Jiashi Feng 69 4 0 24 May 2023
Non-adversarial Robustness of Deep Learning Methods for Computer Vision Gorana Gojić V. Vincan O. Kundacina D. Mišković Dinu Dragan OOD 52 4 0 24 May 2023
HARD: Hard Augmentations for Robust Distillation Arne F. Nix Max F. Burg Fabian H. Sinz AAML 74 1 0 24 May 2023
AdvFunMatch: When Consistent Teaching Meets Adversarial Robustness Ziuhi Wu Haichang Gao Bingqian Zhou Ping Wang AAML 60 0 0 24 May 2023
CLIP4STR: A Simple Baseline for Scene Text Recognition with Pre-trained Vision-Language Model Shuai Zhao Xiaohan Wang Linchao Zhu Yezhou Yang CLIP VLM 125 27 0 23 May 2023
UNIMO-3: Multi-granularity Interaction for Vision-Language Representation Learning Hao Yang Can Gao Hao Liu Xinyan Xiao Yanyan Zhao Bing Qin 39 2 0 23 May 2023
Tied-Augment: Controlling Representation Similarity Improves Data Augmentation Emirhan Kurtuluş Zichao Li Yann N. Dauphin E. D. Cubuk 68 3 0 22 May 2023
EnSiam: Self-Supervised Learning With Ensemble Representations Kai Han Minsik Lee SSL 80 0 0 22 May 2023
Revisiting Data Augmentation in Model Compression: An Empirical and Comprehensive Study Muzhou Yu Linfeng Zhang Kaisheng Ma 68 2 0 22 May 2023
VanillaNet: the Power of Minimalism in Deep Learning Hanting Chen Yunhe Wang Jianyuan Guo Dacheng Tao VLM 90 94 0 22 May 2023
Imprecise Label Learning: A Unified Framework for Learning with Various Imprecise Label Configurations Hao Chen Ankit Shah Jindong Wang R. Tao Yidong Wang Xingxu Xie Masashi Sugiyama Rita Singh Bhiksha Raj 116 13 0 22 May 2023
P-NOC: adversarial training of CAM generating networks for robust weakly supervised semantic segmentation priors L. David Hélio Pedrini Z. Dias GAN 81 1 0 21 May 2023