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
Test-time image-to-image translation ensembling improves out-of-distribution generalization in histopathology Marin Scalbert Maria Vakalopoulou Florent Couzinié-Devy 30 13 0 20 Jun 2022
SimA: Simple Softmax-free Attention for Vision Transformers Soroush Abbasi Koohpayegani Hamed Pirsiavash 24 25 0 17 Jun 2022
BridgeTower: Building Bridges Between Encoders in Vision-Language Representation Learning Xiao Xu Chenfei Wu Shachar Rosenman Vasudev Lal Wanxiang Che Nan Duan 51 64 0 17 Jun 2022
MixGen: A New Multi-Modal Data Augmentation Xiaoshuai Hao Yi Zhu Srikar Appalaraju Aston Zhang Wanqian Zhang Boyang Li Mu Li VLM 25 83 0 16 Jun 2022
OmniMAE: Single Model Masked Pretraining on Images and Videos Rohit Girdhar Alaaeldin El-Nouby Mannat Singh Kalyan Vasudev Alwala Armand Joulin Ishan Misra ViT 42 98 0 16 Jun 2022
Adapting Self-Supervised Vision Transformers by Probing Attention-Conditioned Masking Consistency Viraj Prabhu Sriram Yenamandra Aaditya K. Singh Judy Hoffman 39 14 0 16 Jun 2022
Modeling the Data-Generating Process is Necessary for Out-of-Distribution Generalization Jivat Neet Kaur Emre Kıcıman Amit Sharma UQCV OOD 30 25 0 15 Jun 2022
Improving Diversity with Adversarially Learned Transformations for Domain Generalization Tejas Gokhale Rushil Anirudh Jayaraman J. Thiagarajan B. Kailkhura Chitta Baral Yezhou Yang 27 28 0 15 Jun 2022
Masked Frequency Modeling for Self-Supervised Visual Pre-Training Jiahao Xie Wei Li Xiaohang Zhan Ziwei Liu Yew-Soon Ong Chen Change Loy 27 70 0 15 Jun 2022
Structured Video Tokens @ Ego4D PNR Temporal Localization Challenge 2022 Elad Ben-Avraham Roei Herzig K. Mangalam Amir Bar Anna Rohrbach Leonid Karlinsky Trevor Darrell Amir Globerson 13 3 0 15 Jun 2022
Coarse-to-Fine Vision-Language Pre-training with Fusion in the Backbone Zi-Yi Dou Aishwarya Kamath Zhe Gan Pengchuan Zhang Jianfeng Wang ... Ce Liu Yann LeCun Nanyun Peng Jianfeng Gao Lijuan Wang VLM ObjD 30 124 0 15 Jun 2022
A Meta-Analysis of Distributionally-Robust Models Ben Feuer Ameya Joshi C. Hegde OOD VLM 43 3 0 15 Jun 2022
Unknown-Aware Domain Adversarial Learning for Open-Set Domain Adaptation Joonho Jang Byeonghu Na DongHyeok Shin Mingi Ji Kyungwoo Song Il-Chul Moon 30 34 0 15 Jun 2022
Evaluating histopathology transfer learning with ChampKit Jakub R. Kaczmarzyk Tahsin M. Kurc Shahira Abousamra Rajarsi R. Gupta Joel H. Saltz Peter K. Koo VLM MedIm 29 7 0 14 Jun 2022
A Survey of Automated Data Augmentation Algorithms for Deep Learning-based Image Classification Tasks Z. Yang Richard Sinnott James Bailey Qiuhong Ke 31 39 0 14 Jun 2022
EnergyMatch: Energy-based Pseudo-Labeling for Semi-Supervised Learning Zhuliang Yu Yin Li Yong Jae Lee 14 0 0 13 Jun 2022
Bringing Image Scene Structure to Video via Frame-Clip Consistency of Object Tokens Elad Ben-Avraham Roei Herzig K. Mangalam Amir Bar Anna Rohrbach Leonid Karlinsky Trevor Darrell Amir Globerson 19 0 0 13 Jun 2022
Language Models are General-Purpose Interfaces Y. Hao Haoyu Song Li Dong Shaohan Huang Zewen Chi Wenhui Wang Shuming Ma Furu Wei MLLM 35 96 0 13 Jun 2022
MLP-3D: A MLP-like 3D Architecture with Grouped Time Mixing Zhaofan Qiu Ting Yao Chong-Wah Ngo Tao Mei ViT 37 15 0 13 Jun 2022
2nd Place Solution for ICCV 2021 VIPriors Image Classification Challenge: An Attract-and-Repulse Learning Approach Yilu Guo Shicai Yang Weijie Chen Liang Ma Di Xie Shiliang Pu 26 1 0 13 Jun 2022
Balanced Product of Calibrated Experts for Long-Tailed Recognition Emanuel Sanchez Aimar Arvi Jonnarth M. Felsberg Marco Kuhlmann 23 22 0 10 Jun 2022
Masked Autoencoders are Robust Data Augmentors Haohang Xu Shuangrui Ding Xiaopeng Zhang H. Xiong 35 27 0 10 Jun 2022
Learn2Augment: Learning to Composite Videos for Data Augmentation in Action Recognition Shreyank N. Gowda Marcus Rohrbach Frank Keller Laura Sevilla-Lara 25 34 0 09 Jun 2022
On Data Scaling in Masked Image Modeling Zhenda Xie Zheng-Wei Zhang Yue Cao Yutong Lin Yixuan Wei Qi Dai Han Hu 39 52 0 09 Jun 2022
OOD Augmentation May Be at Odds with Open-Set Recognition Mohammad Azizmalayeri M. Rohban 22 9 0 09 Jun 2022
Masked Unsupervised Self-training for Label-free Image Classification Junnan Li Silvio Savarese Steven C. H. Hoi VLM SSL 18 12 0 07 Jun 2022
Separable Self-attention for Mobile Vision Transformers Sachin Mehta Mohammad Rastegari ViT MQ 31 253 0 06 Jun 2022
CVNets: High Performance Library for Computer Vision Sachin Mehta Farzad Abdolhosseini Mohammad Rastegari 29 18 0 04 Jun 2022
Siamese Image Modeling for Self-Supervised Vision Representation Learning Chenxin Tao Xizhou Zhu Weijie Su Gao Huang Bin Li Jie Zhou Yu Qiao Xiaogang Wang Jifeng Dai SSL 43 94 0 02 Jun 2022
Unified Recurrence Modeling for Video Action Anticipation Tsung-Ming Tai G. Fiameni Cheng-Kuang Lee Simon See Oswald Lanz 21 8 0 02 Jun 2022
FACM: Intermediate Layer Still Retain Effective Features against Adversarial Examples Xiangyuan Yang Jie Lin Hanlin Zhang Xinyu Yang Peng Zhao AAML 36 0 0 02 Jun 2022
DepthShrinker: A New Compression Paradigm Towards Boosting Real-Hardware Efficiency of Compact Neural Networks Y. Fu Haichuan Yang Jiayi Yuan Meng Li Cheng Wan Raghuraman Krishnamoorthi Vikas Chandra Yingyan Lin 36 19 0 02 Jun 2022
NeuroUnlock: Unlocking the Architecture of Obfuscated Deep Neural Networks Mahya Morid Ahmadi Lilas Alrahis Alessio Colucci Ozgur Sinanoglu Muhammad Shafique AAML 37 8 0 01 Jun 2022
Generalized Supervised Contrastive Learning Jaewon Kim Hyuk-Gi Lee Jooyoung Chang S. Park SSL AILaw 23 1 0 01 Jun 2022
Vision GNN: An Image is Worth Graph of Nodes Kai Han Yunhe Wang Jianyuan Guo Yehui Tang Enhua Wu GNN 3DH 19 356 0 01 Jun 2022
Learning Instance-Specific Augmentations by Capturing Local Invariances Ning Miao Tom Rainforth Emile Mathieu Yann Dubois Yee Whye Teh Adam Foster Hyunjik Kim 43 10 0 31 May 2022
Conformal Credal Self-Supervised Learning Julian Lienen Caglar Demir Eyke Hüllermeier 29 13 0 30 May 2022
Graph Structure Based Data Augmentation Method Kyung Geun Kim Byeong Tak Lee OOD MedIm 11 1 0 29 May 2022
A General Multiple Data Augmentation Based Framework for Training Deep Neural Networks Bin Hu Yu Sun •. A. K. Qin AI4CE 36 0 0 29 May 2022
Contributor-Aware Defenses Against Adversarial Backdoor Attacks Glenn Dawson Muhammad Umer R. Polikar AAML 28 0 0 28 May 2022
MDMLP: Image Classification from Scratch on Small Datasets with MLP Tianxu Lv Chongyang Bai Chaojie Wang 26 5 0 28 May 2022
Divide to Adapt: Mitigating Confirmation Bias for Domain Adaptation of Black-Box Predictors Jianfei Yang Xiangyu Peng Kailong Wang Zheng Hua Zhu Jiashi Feng Lihua Xie Yang You 32 27 0 28 May 2022
A Closer Look at Self-Supervised Lightweight Vision Transformers Shaoru Wang Jin Gao Zeming Li Jian Sun Weiming Hu ViT 73 42 0 28 May 2022
WaveMix: A Resource-efficient Neural Network for Image Analysis Pranav Jeevan Kavitha Viswanathan S. AnanduA A. Sethi 26 20 0 28 May 2022
Spartan: Differentiable Sparsity via Regularized Transportation Kai Sheng Tai Taipeng Tian Ser-Nam Lim 34 11 0 27 May 2022
Architecture-Agnostic Masked Image Modeling -- From ViT back to CNN Siyuan Li Di Wu Fang Wu Lei Shang Stan.Z.Li 34 48 0 27 May 2022
X-ViT: High Performance Linear Vision Transformer without Softmax Jeonggeun Song Heung-Chang Lee ViT 25 2 0 27 May 2022
A Survey on Long-Tailed Visual Recognition Lu Yang He Jiang Q. Song Jun Guo 27 123 0 27 May 2022
Pick up the PACE: Fast and Simple Domain Adaptation via Ensemble Pseudo-Labeling Christopher Liao Theodoros Tsiligkaridis Brian Kulis VLM TTA OOD 27 3 0 26 May 2022
Continual Learning for Visual Search with Backward Consistent Feature Embedding Timmy S. T. Wan Jun-Cheng Chen Tzer-Yi Wu Chu-Song Chen CLL VLM 34 18 0 26 May 2022