CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features

13 May 2019

Papers citing "CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features"

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Title
Identifying the key components in ResNet-50 for diabetic retinopathy grading from fundus images: a systematic investigation Yijin Huang Li Lin Pujin Cheng Junyan Lyu Roger Tam Xiaoying Tang 34 32 0 27 Oct 2021
A Unified Survey on Anomaly, Novelty, Open-Set, and Out-of-Distribution Detection: Solutions and Future Challenges Mohammadreza Salehi Hossein Mirzaei Dan Hendrycks Yixuan Li M. Rohban Mohammad Sabokrou OOD 38 191 0 26 Oct 2021
On the Effects of Artificial Data Modification Antonia Marcu Adam Prugel-Bennett 14 3 0 26 Oct 2021
AugMax: Adversarial Composition of Random Augmentations for Robust Training Haotao Wang Chaowei Xiao Jean Kossaifi Zhiding Yu Anima Anandkumar Zhangyang Wang 35 107 0 26 Oct 2021
Directional Self-supervised Learning for Heavy Image Augmentations Yalong Bai Yifan Yang Wei Zhang Tao Mei 23 20 0 26 Oct 2021
MisMatch: Calibrated Segmentation via Consistency on Differential Morphological Feature Perturbations with Limited Labels Moucheng Xu Yukun Zhou Chen Jin M. Groot N. Oxtoby Daniel C. Alexander Joseph Jacob 33 7 0 23 Oct 2021
SOFT: Softmax-free Transformer with Linear Complexity Jiachen Lu Jinghan Yao Junge Zhang Martin Danelljan Hang Xu Weiguo Gao Chunjing Xu Thomas B. Schon Li Zhang 18 161 0 22 Oct 2021
Generalized Out-of-Distribution Detection: A Survey Jingkang Yang Kaiyang Zhou Yixuan Li Ziwei Liu 193 881 0 21 Oct 2021
Robustness through Data Augmentation Loss Consistency Tianjian Huang Shaunak Halbe Chinnadhurai Sankar P. Amini Satwik Kottur A. Geramifard Meisam Razaviyayn Ahmad Beirami OOD 50 8 0 21 Oct 2021
Semi-supervised Domain Adaptation for Semantic Segmentation Ying Chen Ouyang Xu Kaiyue Zhu G. Agam 40 6 0 20 Oct 2021
Improving Model Generalization by Agreement of Learned Representations from Data Augmentation Rowel Atienza ViT 17 9 0 20 Oct 2021
Repaint: Improving the Generalization of Down-Stream Visual Tasks by Generating Multiple Instances of Training Examples Amin Banitalebi-Dehkordi Yong Zhang 28 7 0 20 Oct 2021
Constrained Mean Shift for Representation Learning Ajinkya Tejankar Soroush Abbasi Koohpayegani Hamed Pirsiavash SSL 45 0 0 19 Oct 2021
Online Continual Learning on Class Incremental Blurry Task Configuration with Anytime Inference Hyun-woo Koh Dahyun Kim Jung-Woo Ha Jonghyun Choi CLL 41 65 0 19 Oct 2021
Learning Not to Reconstruct Anomalies Marcella Astrid M. Zaheer Jae-Yeong Lee Seung-Ik Lee 15 46 0 19 Oct 2021
Unsupervised Finetuning Suichan Li Dongdong Chen Yinpeng Chen Lu Yuan Lei Zhang Qi Chu B. Liu Nenghai Yu 30 8 0 18 Oct 2021
Improving Robustness using Generated Data Sven Gowal Sylvestre-Alvise Rebuffi Olivia Wiles Florian Stimberg D. A. Calian Timothy A. Mann 36 294 0 18 Oct 2021
HRFormer: High-Resolution Transformer for Dense Prediction Yuhui Yuan Rao Fu Lang Huang Weihong Lin Chao Zhang Xilin Chen Jingdong Wang ViT 38 227 0 18 Oct 2021
Ortho-Shot: Low Displacement Rank Regularization with Data Augmentation for Few-Shot Learning Uche M. Osahor Nasser M. Nasrabadi 21 11 0 18 Oct 2021
Active Learning for Improved Semi-Supervised Semantic Segmentation in Satellite Images S. Desai Debasmita Ghose 42 29 0 15 Oct 2021
Continual Learning on Noisy Data Streams via Self-Purified Replay C. Kim Jinseo Jeong Sang-chul Moon Gunhee Kim CLL 47 39 0 14 Oct 2021
Towards Understanding the Data Dependency of Mixup-style Training Muthuraman Chidambaram Xiang Wang Yuzheng Hu Chenwei Wu Rong Ge UQCV 51 24 0 14 Oct 2021
TAda! Temporally-Adaptive Convolutions for Video Understanding Ziyuan Huang Shiwei Zhang Liang Pan Zhiwu Qing Mingqian Tang Ziwei Liu M. Ang 53 49 0 12 Oct 2021
Fine-Grained Adversarial Semi-supervised Learning Daniele Mugnai F. Pernici F. Turchini A. Bimbo 35 8 0 12 Oct 2021
Semi-Supervised Semantic Segmentation via Adaptive Equalization Learning Hanzhe Hu Fangyun Wei Han Hu Qiwei Ye J. Cui Liwei Wang 30 153 0 11 Oct 2021
Certified Patch Robustness via Smoothed Vision Transformers Hadi Salman Saachi Jain Eric Wong Aleksander Mkadry AAML 70 58 0 11 Oct 2021
Label-Occurrence-Balanced Mixup for Long-tailed Recognition Shaoyu Zhang Chen Chen Xiujuan Zhang Silong Peng 21 7 0 11 Oct 2021
Operationalizing Convolutional Neural Network Architectures for Prohibited Object Detection in X-Ray Imagery Thomas W. Webb Neelanjan Bhowmik Yona Falinie A. Gaus T. Breckon ObjD 36 11 0 10 Oct 2021
Deep Long-Tailed Learning: A Survey Yifan Zhang Bingyi Kang Bryan Hooi Shuicheng Yan Jiashi Feng VLM 23 561 0 09 Oct 2021
Widen The Backdoor To Let More Attackers In Siddhartha Datta Giulio Lovisotto Ivan Martinovic N. Shadbolt AAML 21 3 0 09 Oct 2021
Focus Your Distribution: Coarse-to-Fine Non-Contrastive Learning for Anomaly Detection and Localization Ye Zheng Xiang Wang Rui Deng Tianpeng Bao Rui Zhao Liwei Wu OOD 27 62 0 09 Oct 2021
Colour augmentation for improved semi-supervised semantic segmentation Geoff French Michal Mackiewicz 19 3 0 09 Oct 2021
Observations on K-image Expansion of Image-Mixing Augmentation for Classification Joonhyun Jeong Sungmin Cha Jongwon Choi Sangdoo Yun Taesup Moon Y. Yoo VLM 28 6 0 08 Oct 2021
Dataset Condensation with Distribution Matching Bo Zhao Hakan Bilen DD 32 287 0 08 Oct 2021
UniNet: Unified Architecture Search with Convolution, Transformer, and MLP Jihao Liu Hongsheng Li Guanglu Song Xin Huang Yu Liu ViT 42 35 0 08 Oct 2021
Predictive Maintenance for General Aviation Using Convolutional Transformers Hong Yang Aidan P. LaBella Travis J. Desell AI4TS 31 5 0 07 Oct 2021
Shallow Features Guide Unsupervised Domain Adaptation for Semantic Segmentation at Class Boundaries Adriano Cardace Pierluigi Zama Ramirez Samuele Salti Luigi Di Stefano OOD 59 16 0 06 Oct 2021
SIRe-Networks: Convolutional Neural Networks Architectural Extension for Information Preservation via Skip/Residual Connections and Interlaced Auto-Encoders D. Avola Luigi Cinque Alessio Fagioli G. Foresti 24 3 0 06 Oct 2021
Ripple Attention for Visual Perception with Sub-quadratic Complexity Lin Zheng Huijie Pan Lingpeng Kong 38 3 0 06 Oct 2021
Mix3D: Out-of-Context Data Augmentation for 3D Scenes Alexey Nekrasov Jonas Schult Or Litany Bastian Leibe Francis Engelmann 3DPC 164 154 0 05 Oct 2021
Noisy Feature Mixup Soon Hoe Lim N. Benjamin Erichson Francisco Utrera Winnie Xu Michael W. Mahoney AAML 20 37 0 05 Oct 2021
Deep Neural Networks and Tabular Data: A Survey V. Borisov Tobias Leemann Kathrin Seßler Johannes Haug Martin Pawelczyk Gjergji Kasneci LMTD 52 652 0 05 Oct 2021
Landslide Detection in Real-Time Social Media Image Streams Ferda Ofli Muhammad Imran U. Qazi J. Roch C. Pennington V. Banks R. Bossu 23 13 0 03 Oct 2021
Anti-aliasing Deep Image Classifiers using Novel Depth Adaptive Blurring and Activation Function Md Tahmid Hossain S. Teng Ferdous Sohel Guojun Lu 54 13 0 03 Oct 2021
ResNet strikes back: An improved training procedure in timm Ross Wightman Hugo Touvron Hervé Jégou AI4TS 212 487 0 01 Oct 2021
SpliceOut: A Simple and Efficient Audio Augmentation Method Arjit Jain Pranay Reddy Samala Deepak Mittal Preethi Jyothi M. Singh 35 10 0 30 Sep 2021
Motion-aware Contrastive Video Representation Learning via Foreground-background Merging Shuangrui Ding Maomao Li Tianyu Yang Rui Qian Haohang Xu Qingyi Chen Jue Wang Hongkai Xiong SSL 32 50 0 30 Sep 2021
Towards Rotation Invariance in Object Detection Agastya Kalra Guy Stoppi B. Brown Rishav Agarwal A. Kadambi ObjD 46 13 0 28 Sep 2021
Sparse Spatial Transformers for Few-Shot Learning Haoxing Chen Huaxiong Li Yaohui Li Chunlin Chen ViT 24 32 0 27 Sep 2021
Excavating the Potential Capacity of Self-Supervised Monocular Depth Estimation Rui Peng Ronggang Wang Yawen Lai Luyang Tang Yangang Cai MDE 71 73 0 26 Sep 2021