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
Vision Transformer with Deformable Attention Zhuofan Xia Xuran Pan S. Song Li Erran Li Gao Huang ViT 33 456 0 03 Jan 2022
Improving the Behaviour of Vision Transformers with Token-consistent Stochastic Layers Nikola Popovic D. Paudel Thomas Probst Luc Van Gool 34 1 0 30 Dec 2021
Uncertainty Detection and Reduction in Neural Decoding of EEG Signals Tiehang Duan Zhenyi Wang Shengjie Liu S. Srihari Hui Yang 16 0 0 28 Dec 2021
Rethinking the Data Annotation Process for Multi-view 3D Pose Estimation with Active Learning and Self-Training Qi Feng Kun He He Wen Cem Keskin Yuting Ye 3DH 32 8 0 27 Dec 2021
Augmenting Convolutional networks with attention-based aggregation Hugo Touvron Matthieu Cord Alaaeldin El-Nouby Piotr Bojanowski Armand Joulin Gabriel Synnaeve Hervé Jégou ViT 38 47 0 27 Dec 2021
Vision Transformer for Small-Size Datasets Seung Hoon Lee Seunghyun Lee B. Song ViT 22 222 0 27 Dec 2021
Neural Network Module Decomposition and Recomposition Hiroaki Kingetsu Kenichi Kobayashi Taiji Suzuki 27 10 0 25 Dec 2021
A Robust Initialization of Residual Blocks for Effective ResNet Training without Batch Normalization Enrico Civitelli Alessio Sortino Matteo Lapucci Francesco Bagattini G. Galvan OffRL ODL OOD 17 1 0 23 Dec 2021
Learned Queries for Efficient Local Attention Moab Arar Ariel Shamir Amit H. Bermano ViT 38 29 0 21 Dec 2021
RepMLPNet: Hierarchical Vision MLP with Re-parameterized Locality Xiaohan Ding Honghao Chen Xinming Zhang Jungong Han Guiguang Ding 17 71 0 21 Dec 2021
Lite Vision Transformer with Enhanced Self-Attention Chenglin Yang Yilin Wang Jianming Zhang He Zhang Zijun Wei Zhe-nan Lin Alan Yuille ViT 21 112 0 20 Dec 2021
Transformers Can Do Bayesian Inference Samuel G. Müller Noah Hollmann Sebastian Pineda Arango Josif Grabocka Frank Hutter BDL UQCV 22 140 0 20 Dec 2021
Align and Prompt: Video-and-Language Pre-training with Entity Prompts Dongxu Li Junnan Li Hongdong Li Juan Carlos Niebles S. Hoi 28 191 0 17 Dec 2021
How to augment your ViTs? Consistency loss and StyleAug, a random style transfer augmentation Akash Umakantha João Dias Semedo S. Golestaneh Wan-Yi Lin ViT 28 0 0 16 Dec 2021
Automated Deep Learning: Neural Architecture Search Is Not the End Xuanyi Dong D. Kedziora Katarzyna Musial Bogdan Gabrys 25 26 0 16 Dec 2021
Masked Feature Prediction for Self-Supervised Visual Pre-Training Chen Wei Haoqi Fan Saining Xie Chaoxia Wu Alan Yuille Christoph Feichtenhofer ViT 88 655 0 16 Dec 2021
Distilled Dual-Encoder Model for Vision-Language Understanding Zekun Wang Wenhui Wang Haichao Zhu Ming Liu Bing Qin Furu Wei VLM FedML 29 30 0 16 Dec 2021
Does a Face Mask Protect my Privacy?: Deep Learning to Predict Protected Attributes from Masked Face Images Sachith Seneviratne Nuran Kasthuriarachchi Sanka Rasnayaka Danula Hettiachchi Ridwan Shariffdeen CVBM PICV 29 5 0 15 Dec 2021
A Style and Semantic Memory Mechanism for Domain Generalization Yang Chen Yu Wang Yingwei Pan Ting Yao Xinmei Tian Tao Mei 27 40 0 14 Dec 2021
Transferrable Contrastive Learning for Visual Domain Adaptation Yang Chen Yingwei Pan Yu Wang Ting Yao Xinmei Tian Tao Mei 19 23 0 14 Dec 2021
Semi-supervised Domain Adaptive Structure Learning Can Qin Lichen Wang Qianqian Ma Yu Yin Huan Wang Y. Fu TTA 42 20 0 12 Dec 2021
On Automatic Data Augmentation for 3D Point Cloud Classification Wanyue Zhang Xun Xu Fayao Liu Le Zhang Chuan-Sheng Foo 3DPC 25 4 0 11 Dec 2021
Revisiting Consistency Regularization for Semi-Supervised Learning Yue Fan Anna Kukleva Bernt Schiele 18 58 0 10 Dec 2021
Extending the WILDS Benchmark for Unsupervised Adaptation Shiori Sagawa Pang Wei Koh Tony Lee Irena Gao Sang Michael Xie ... Kate Saenko Tatsunori Hashimoto Sergey Levine Chelsea Finn Percy Liang OOD 18 97 0 09 Dec 2021
Constrained Mean Shift Using Distant Yet Related Neighbors for Representation Learning K. Navaneet Soroush Abbasi Koohpayegani Ajinkya Tejankar Kossar Pourahmadi Akshayvarun Subramanya Hamed Pirsiavash SSL 27 8 0 08 Dec 2021
CoSSL: Co-Learning of Representation and Classifier for Imbalanced Semi-Supervised Learning Yue Fan Dengxin Dai Anna Kukleva Bernt Schiele 16 43 0 08 Dec 2021
Burn After Reading: Online Adaptation for Cross-domain Streaming Data Luyu Yang M. Gao Zeyuan Chen Ran Xu Abhinav Shrivastava Chetan Ramaiah 26 4 0 08 Dec 2021
PLACE dropout: A Progressive Layer-wise and Channel-wise Dropout for Domain Generalization Jintao Guo Lei Qi Yinghuan Shi Yang Gao OOD AI4CE 36 5 0 07 Dec 2021
Two Wrongs Don't Make a Right: Combating Confirmation Bias in Learning with Label Noise Mingcai Chen Hao Cheng Yuntao Du Ming Xu Wenyu Jiang Chongjun Wang NoLa 22 25 0 06 Dec 2021
SelectAugment: Hierarchical Deterministic Sample Selection for Data Augmentation Shiqi Lin Zhizheng Zhang Xin Li Wenjun Zeng Zhibo Chen 24 9 0 06 Dec 2021
A Fast Knowledge Distillation Framework for Visual Recognition Zhiqiang Shen Eric P. Xing VLM 14 45 0 02 Dec 2021
MViTv2: Improved Multiscale Vision Transformers for Classification and Detection Yanghao Li Chaoxia Wu Haoqi Fan K. Mangalam Bo Xiong Jitendra Malik Christoph Feichtenhofer ViT 54 677 0 02 Dec 2021
Uni-Perceiver: Pre-training Unified Architecture for Generic Perception for Zero-shot and Few-shot Tasks Xizhou Zhu Jinguo Zhu Hao Li Xiaoshi Wu Xiaogang Wang Hongsheng Li Xiaohua Wang Jifeng Dai 53 129 0 02 Dec 2021
Reference-guided Pseudo-Label Generation for Medical Semantic Segmentation C. Seibold Simon Reiß Jens Kleesiek Rainer Stiefelhagen MedIm 19 63 0 01 Dec 2021
The Majority Can Help The Minority: Context-rich Minority Oversampling for Long-tailed Classification Seulki Park Youngkyu Hong Byeongho Heo Sangdoo Yun J. Choi 20 147 0 01 Dec 2021
Object-Aware Cropping for Self-Supervised Learning Shlok Kumar Mishra Anshul B. Shah Ankan Bansal Abhyuday N. Jagannatha Janit Anjaria Abhishek Sharma David Jacobs Dilip Krishnan SSL 26 22 0 01 Dec 2021
Task2Sim : Towards Effective Pre-training and Transfer from Synthetic Data Samarth Mishra Rameswar Panda Cheng Perng Phoo Chun-Fu Chen Leonid Karlinsky Kate Saenko Venkatesh Saligrama Rogerio Feris 26 33 0 30 Nov 2021
MC-SSL0.0: Towards Multi-Concept Self-Supervised Learning Sara Atito Muhammad Awais Ammarah Farooq Zhenhua Feng J. Kittler 17 17 0 30 Nov 2021
A Unified Pruning Framework for Vision Transformers Hao Yu Jianxin Wu ViT 28 59 0 30 Nov 2021
Pyramid Adversarial Training Improves ViT Performance Charles Herrmann Kyle Sargent Lu Jiang Ramin Zabih Huiwen Chang Ce Liu Dilip Krishnan Deqing Sun ViT 29 56 0 30 Nov 2021
A Simple Long-Tailed Recognition Baseline via Vision-Language Model Teli Ma Shijie Geng Mengmeng Wang Jing Shao Jiasen Lu Hongsheng Li Peng Gao Yu Qiao VLM 35 46 0 29 Nov 2021
Similarity Contrastive Estimation for Self-Supervised Soft Contrastive Learning J. Denize Jaonary Rabarisoa Astrid Orcesi Romain Hérault S. Canu SSL 21 30 0 29 Nov 2021
Adaptive Image Transformations for Transfer-based Adversarial Attack Zheng Yuan Jie Zhang Shiguang Shan OOD 18 25 0 27 Nov 2021
SWAT: Spatial Structure Within and Among Tokens Kumara Kahatapitiya Michael S. Ryoo 25 6 0 26 Nov 2021
Not All Relations are Equal: Mining Informative Labels for Scene Graph Generation A. Goel Basura Fernando Frank Keller Hakan Bilen 30 30 0 26 Nov 2021
Contrastive Vicinal Space for Unsupervised Domain Adaptation Jaemin Na Dongyoon Han H. Chang Wonjun Hwang 36 20 0 26 Nov 2021
Learning from Temporal Gradient for Semi-supervised Action Recognition Junfei Xiao Longlong Jing Lin Zhang Ju He Qi She Zongwei Zhou Alan Yuille Yingwei Li 9 51 0 25 Nov 2021
Semantic-Aware Generation for Self-Supervised Visual Representation Learning Yunjie Tian Lingxi Xie Xiaopeng Zhang Jiemin Fang Haohang Xu Wei Huang Jianbin Jiao Qi Tian QiXiang Ye SSL GAN 36 16 0 25 Nov 2021
Global Interaction Modelling in Vision Transformer via Super Tokens Ammarah Farooq Muhammad Awais S. Ahmed J. Kittler ViT 36 6 0 25 Nov 2021
Exploiting Both Domain-specific and Invariant Knowledge via a Win-win Transformer for Unsupervised Domain Adaptation Wen-hui Ma Jinming Zhang Shuang Li Chi Harold Liu Yulin Wang Wei Li ViT 27 11 0 25 Nov 2021