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 Hypergraph Diffusion Network with Dual Prior for Alzheimer Classification Angelica I. Aviles-Rivero Christina Runkel Nicolas Papadakis Zoe Kourtzi Carola-Bibiane Schönlieb DiffM MedIm 21 19 0 04 Apr 2022
Improving Vision Transformers by Revisiting High-frequency Components Jiawang Bai Liuliang Yuan Shutao Xia Shuicheng Yan Zhifeng Li Wei Liu ViT 16 90 0 03 Apr 2022
Dimensionless machine learning: Imposing exact units equivariance Soledad Villar Weichi Yao D. Hogg Ben Blum-Smith Bianca Dumitrascu 16 26 0 02 Apr 2022
Consistency driven Sequential Transformers Attention Model for Partially Observable Scenes Samrudhdhi B. Rangrej C. Srinidhi J. Clark 21 12 0 01 Apr 2022
On the Importance of Asymmetry for Siamese Representation Learning Tianlin Li Haoqi Fan Yuandong Tian Daisuke Kihara Xinlei Chen SSL 30 51 0 01 Apr 2022
A Closer Look at Rehearsal-Free Continual Learning James Smith Junjiao Tian Shaunak Halbe Yen-Chang Hsu Z. Kira VLM CLL 23 60 0 31 Mar 2022
Learning Instance-Specific Adaptation for Cross-Domain Segmentation Yuliang Zou Zizhao Zhang Chun-Liang Li Han Zhang Tomas Pfister Jia-Bin Huang TTA OOD 33 14 0 30 Mar 2022
Fair Contrastive Learning for Facial Attribute Classification Sungho Park Jewook Lee Pilhyeon Lee Sunhee Hwang D. Kim H. Byun FaML 28 88 0 30 Mar 2022
Nested Collaborative Learning for Long-Tailed Visual Recognition Jun Li Zichang Tan Jun Wan Zhen Lei Guodong Guo 36 85 0 29 Mar 2022
Automated Progressive Learning for Efficient Training of Vision Transformers Changlin Li Bohan Zhuang Guangrun Wang Xiaodan Liang Xiaojun Chang Yi Yang 28 46 0 28 Mar 2022
Single-Stream Multi-Level Alignment for Vision-Language Pretraining Zaid Khan B. Vijaykumar Xiang Yu S. Schulter Manmohan Chandraker Y. Fu CLIP VLM 25 16 0 27 Mar 2022
MutexMatch: Semi-Supervised Learning with Mutex-Based Consistency Regularization Yue Duan Zhen Zhao Lei Qi Lei Wang Luping Zhou Yinghuan Shi Yang Gao 30 33 0 27 Mar 2022
Long-Tailed Recognition via Weight Balancing Shaden Alshammari Yu-xiong Wang Deva Ramanan Shu Kong MQ 25 140 0 27 Mar 2022
Metropolis-Hastings Data Augmentation for Graph Neural Networks Hyeon-ju Park Seunghun Lee S. Kim Jinyoung Park Jisu Jeong KyungHyun Kim Jung-Woo Ha Hyunwoo J. Kim 16 49 0 26 Mar 2022
Sylph: A Hypernetwork Framework for Incremental Few-shot Object Detection Li Yin Juan-Manuel Perez-Rua Kevin J Liang ObjD 25 35 0 25 Mar 2022
VideoMAE: Masked Autoencoders are Data-Efficient Learners for Self-Supervised Video Pre-Training Zhan Tong Yibing Song Jue Wang Limin Wang ViT 137 1,129 0 23 Mar 2022
How Do You Do It? Fine-Grained Action Understanding with Pseudo-Adverbs Hazel Doughty Cees G. M. Snoek 30 19 0 23 Mar 2022
Towards Semi-Supervised Deep Facial Expression Recognition with An Adaptive Confidence Margin Hangyu Li N. Wang Xi Yang Xiaoyu Wang Xinbo Gao CVBM 45 65 0 23 Mar 2022
Scale-Equivalent Distillation for Semi-Supervised Object Detection Qiushan Guo Yao Mu Jianyu Chen Tianqi Wang Yizhou Yu Ping Luo 23 28 0 23 Mar 2022
Focal Modulation Networks Jianwei Yang Chunyuan Li Xiyang Dai Lu Yuan Jianfeng Gao 3DPC 33 263 0 22 Mar 2022
Meta-attention for ViT-backed Continual Learning Mengqi Xue Haofei Zhang Mingli Song Mingli Song CLL 32 42 0 22 Mar 2022
Mask Usage Recognition using Vision Transformer with Transfer Learning and Data Augmentation Hensel Donato Jahja N. Yudistira Sutrisno ViT 18 8 0 22 Mar 2022
WuDaoMM: A large-scale Multi-Modal Dataset for Pre-training models Shan Yuan Shuai Zhao Jiahong Leng Zhao Xue Hanyu Zhao Peiyu Liu Zheng Gong Wayne Xin Zhao Junyi Li Tang Jie VLM 29 5 0 22 Mar 2022
Learning Morphological Feature Perturbations for Calibrated Semi-Supervised Segmentation Moucheng Xu Yukun Zhou Chen Jin Stefano B. Blumberg Frederick J Wilson M. Groot Daniel C. Alexander N. Oxtoby Joseph Jacob 14 15 0 19 Mar 2022
Class-Balanced Pixel-Level Self-Labeling for Domain Adaptive Semantic Segmentation Ruihuang Li Shuai Li Chenhang He Yabin Zhang Xu Jia Lei Zhang 29 84 0 18 Mar 2022
Do Deep Networks Transfer Invariances Across Classes? Allan Zhou Fahim Tajwar Alexander Robey Tom Knowles George J. Pappas Hamed Hassani Chelsea Finn OOD 37 18 0 18 Mar 2022
Surgical Workflow Recognition: from Analysis of Challenges to Architectural Study Tobias Czempiel Aidean Sharghi Magdalini Paschali Nassir Navab Omid Mohareri 19 8 0 17 Mar 2022
Are Vision Transformers Robust to Spurious Correlations? Soumya Suvra Ghosal Yifei Ming Yixuan Li ViT 33 28 0 17 Mar 2022
Weak Augmentation Guided Relational Self-Supervised Learning Mingkai Zheng Shan You Fei Wang Chao Qian Changshui Zhang Xiaogang Wang Chang Xu 32 4 0 16 Mar 2022
Pose-MUM : Reinforcing Key Points Relationship for Semi-Supervised Human Pose Estimation Jongmok Kim Hwijun Lee Jae-Kwang Lim Jongkeun Na Nojun Kwak Jin Young Choi 3DH 14 4 0 15 Mar 2022
Don't fear the unlabelled: safe semi-supervised learning via simple debiasing Hugo Schmutz O. Humbert Pierre-Alexandre Mattei 19 8 0 14 Mar 2022
Deep Transformers Thirst for Comprehensive-Frequency Data R. Xia Chao Xue Boyu Deng Fang Wang Jingchao Wang ViT 25 0 0 14 Mar 2022
Scaling Up Your Kernels to 31x31: Revisiting Large Kernel Design in CNNs Xiaohan Ding Xinming Zhang Yi Zhou Jungong Han Guiguang Ding Jian Sun VLM 49 528 0 13 Mar 2022
Auto-FedRL: Federated Hyperparameter Optimization for Multi-institutional Medical Image Segmentation Pengfei Guo Dong Yang Ali Hatamizadeh An Xu Ziyue Xu ... F. Patella Elvira Stellato G. Carrafiello Vishal M. Patel H. Roth OOD FedML 28 32 0 12 Mar 2022
Deep AutoAugment Yu Zheng Z. Zhang Shen Yan Mi Zhang ViT 23 26 0 11 Mar 2022
Neuromorphic Data Augmentation for Training Spiking Neural Networks Yuhang Li Youngeun Kim Hyoungseob Park Tamar Geller Priyadarshini Panda 31 75 0 11 Mar 2022
Active Token Mixer Guoqiang Wei Zhizheng Zhang Cuiling Lan Yan Lu Zhibo Chen 24 15 0 11 Mar 2022
Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time Mitchell Wortsman Gabriel Ilharco S. Gadre Rebecca Roelofs Raphael Gontijo-Lopes ... Hongseok Namkoong Ali Farhadi Y. Carmon Simon Kornblith Ludwig Schmidt MoMe 54 916 1 10 Mar 2022
LoopITR: Combining Dual and Cross Encoder Architectures for Image-Text Retrieval Jie Lei Xinlei Chen Ning Zhang Meng-xing Wang Joey Tianyi Zhou Tamara L. Berg Licheng Yu 33 12 0 10 Mar 2022
RankSeg: Adaptive Pixel Classification with Image Category Ranking for Segmentation Hao He Yuhui Yuan Xiangyu Yue Han Hu VOS VLM 24 13 0 08 Mar 2022
Easy Ensemble: Simple Deep Ensemble Learning for Sensor-Based Human Activity Recognition Tatsuhito Hasegawa Kazuma Kondo 20 7 0 08 Mar 2022
Evolutionary Neural Cascade Search across Supernetworks A. Chebykin Tanja Alderliesten Peter A. N. Bosman 13 1 0 08 Mar 2022
Multi-trial Neural Architecture Search with Lottery Tickets Zimian Wei H. Pan Lujun Li Menglong Lu Xin-Yi Niu Peijie Dong Dongsheng Li ViT 29 0 0 08 Mar 2022
Dynamic Group Transformer: A General Vision Transformer Backbone with Dynamic Group Attention Kai Liu Tianyi Wu Cong Liu Guodong Guo ViT 41 17 0 08 Mar 2022
WaveMix: Resource-efficient Token Mixing for Images Pranav Jeevan A. Sethi 17 10 0 07 Mar 2022
Regularising for invariance to data augmentation improves supervised learning Aleksander Botev Matthias Bauer Soham De 32 14 0 07 Mar 2022
Interpretable part-whole hierarchies and conceptual-semantic relationships in neural networks Nicola Garau N. Bisagno Zeno Sambugaro Nicola Conci 32 21 0 07 Mar 2022
A study on joint modeling and data augmentation of multi-modalities for audio-visual scene classification Qing Wang Jun Du Siyuan Zheng Yunqing Li Yajian Wang ... Hu Hu Chao-Han Huck Yang Sabato Marco Siniscalchi Yannan Wang Chin-Hui Lee 16 2 0 07 Mar 2022
BoostMIS: Boosting Medical Image Semi-supervised Learning with Adaptive Pseudo Labeling and Informative Active Annotation Wenqiao Zhang Lei Zhu James Hallinan A. Makmur Shengyu Zhang Qingpeng Cai Beng Chin Ooi 30 79 0 04 Mar 2022
Semi-supervised Deep Learning for Image Classification with Distribution Mismatch: A Survey Saul Calderon-Ramirez Shengxiang-Yang David Elizondo OOD 6 19 0 01 Mar 2022