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
DACS: Domain Adaptation via Cross-domain Mixed Sampling Wilhelm Tranheden Viktor Olsson Juliano Pinto Lennart Svensson 21 351 0 17 Jul 2020
FeatMatch: Feature-Based Augmentation for Semi-Supervised Learning Chia-Wen Kuo Chih-Yao Ma Jia-Bin Huang Z. Kira 37 118 0 16 Jul 2020
ClassMix: Segmentation-Based Data Augmentation for Semi-Supervised Learning Viktor Olsson Wilhelm Tranheden Juliano Pinto Lennart Svensson 24 330 0 15 Jul 2020
Diverse Ensembles Improve Calibration Asa Cooper Stickland Iain Murray UQCV FedML 27 26 0 08 Jul 2020
Evaluation for Weakly Supervised Object Localization: Protocol, Metrics, and Datasets Junsuk Choe Seong Joon Oh Sanghyuk Chun Seungho Lee Zeynep Akata Hyunjung Shim WSOL 352 23 0 08 Jul 2020
Remix: Rebalanced Mixup Hsin-Ping Chou Shih-Chieh Chang Jia-Yu Pan Wei Wei Da-Cheng Juan 36 231 0 08 Jul 2020
Density Fixing: Simple yet Effective Regularization Method based on the Class Prior Masanari Kimura Ryohei Izawa 8 1 0 08 Jul 2020
On Data Augmentation and Adversarial Risk: An Empirical Analysis Hamid Eghbalzadeh Khaled Koutini Paul Primus Verena Haunschmid Michal Lewandowski Werner Zellinger Bernhard A. Moser Gerhard Widmer AAML 12 9 0 06 Jul 2020
Measuring Robustness to Natural Distribution Shifts in Image Classification Rohan Taori Achal Dave Vaishaal Shankar Nicholas Carlini Benjamin Recht Ludwig Schmidt OOD 24 533 0 01 Jul 2020
Subject-Aware Contrastive Learning for Biosignals Joseph Y. Cheng Hanlin Goh Kaan Dogrusoz Oncel Tuzel Erdrin Azemi SSL 11 108 0 30 Jun 2020
Extracurricular Learning: Knowledge Transfer Beyond Empirical Distribution Hadi Pouransari Mojan Javaheripi Vinay Sharma Oncel Tuzel 14 5 0 30 Jun 2020
BitMix: Data Augmentation for Image Steganalysis In-Jae Yu Wonhyuk Ahn Seung-Hun Nam Heung-Kyu Lee 9 13 0 30 Jun 2020
The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization Dan Hendrycks Steven Basart Norman Mu Saurav Kadavath Frank Wang ... Samyak Parajuli Mike Guo D. Song Jacob Steinhardt Justin Gilmer OOD 113 1,672 0 29 Jun 2020
Compositional Convolutional Neural Networks: A Robust and Interpretable Model for Object Recognition under Occlusion Adam Kortylewski Qing Liu Angtian Wang Yihong Sun Alan Yuille 16 77 0 28 Jun 2020
Counting Out Time: Class Agnostic Video Repetition Counting in the Wild Debidatta Dwibedi Y. Aytar Jonathan Tompson P. Sermanet Andrew Zisserman AI4TS 23 109 0 27 Jun 2020
Class-Similarity Based Label Smoothing for Confidence Calibration Chihuang Liu J. JáJá UQCV 22 1 0 24 Jun 2020
Multi-Class Uncertainty Calibration via Mutual Information Maximization-based Binning Kanil Patel William H. Beluch Binh Yang Michael Pfeiffer Dan Zhang UQCV 19 34 0 23 Jun 2020
Calibration of Neural Networks using Splines Kartik Gupta Amir M. Rahimi Thalaiyasingam Ajanthan Thomas Mensink C. Sminchisescu Richard I. Hartley 26 106 0 23 Jun 2020
Self-Knowledge Distillation with Progressive Refinement of Targets Kyungyul Kim Byeongmoon Ji Doyoung Yoon Sangheum Hwang ODL 22 175 0 22 Jun 2020
Sequential Feature Filtering Classifier Min-seok Seo Jaemin Lee Jongchan Park Dong-Geol Choi 21 3 0 21 Jun 2020
Pyramidal Convolution: Rethinking Convolutional Neural Networks for Visual Recognition Ionut Cosmin Duta Li Liu Fan Zhu Ling Shao 33 195 0 20 Jun 2020
AdamP: Slowing Down the Slowdown for Momentum Optimizers on Scale-invariant Weights Byeongho Heo Sanghyuk Chun Seong Joon Oh Dongyoon Han Sangdoo Yun Gyuwan Kim Youngjung Uh Jung-Woo Ha ODL 287 27 0 15 Jun 2020
GradAug: A New Regularization Method for Deep Neural Networks Taojiannan Yang Sijie Zhu Chong Chen OOD 18 36 0 14 Jun 2020
FenceMask: A Data Augmentation Approach for Pre-extracted Image Features Pu Li Xiangyang Li Xiang Long 6 20 0 14 Jun 2020
PatchUp: A Feature-Space Block-Level Regularization Technique for Convolutional Neural Networks Mojtaba Faramarzi Mohammad Amini Akilesh Badrinaaraayanan Vikas Verma A. Chandar AAML 34 31 0 14 Jun 2020
Few-shot Neural Architecture Search Yiyang Zhao Linnan Wang Yuandong Tian Rodrigo Fonseca Tian Guo 23 90 0 11 Jun 2020
Hypernetwork-Based Augmentation Chih-Yang Chen Che-Han Chang 17 3 0 11 Jun 2020
Rethinking Localization Map: Towards Accurate Object Perception with Self-Enhancement Maps Xiaolin Zhang Yunchao Wei Yi Yang Fei Wu WSOL 16 29 0 09 Jun 2020
Entropic Out-of-Distribution Detection: Seamless Detection of Unknown Examples David Macêdo T. I. Ren Cleber Zanchettin Adriano Oliveira Teresa B Ludermir OODD 12 22 0 07 Jun 2020
An Empirical Analysis of the Impact of Data Augmentation on Knowledge Distillation Deepan Das Haley Massa Abhimanyu Kulkarni Theodoros Rekatsinas 21 18 0 06 Jun 2020
Image Augmentations for GAN Training Zhengli Zhao Zizhao Zhang Ting-Li Chen Sameer Singh Han Zhang 19 136 0 04 Jun 2020
Interpolation-based semi-supervised learning for object detection Jisoo Jeong Vikas Verma Minsung Hyun Arno Solin Nojun Kwak 42 73 0 03 Jun 2020
SaliencyMix: A Saliency Guided Data Augmentation Strategy for Better Regularization A. Uddin Sirazam Monira Wheemyung Shin TaeChoong Chung Sung-Ho Bae 20 224 0 02 Jun 2020
Robust Object Detection under Occlusion with Context-Aware CompositionalNets Angtian Wang Yihong Sun Adam Kortylewski Alan Yuille ObjD 20 115 0 24 May 2020
A CNN-LSTM Architecture for Detection of Intracranial Hemorrhage on CT scans N. T. Nguyen Dat Q. Tran N. T. Nguyen H. Nguyen 10 42 0 22 May 2020
Deep-Learning-based Automated Palm Tree Counting and Geolocation in Large Farms from Aerial Geotagged Images Adel Ammar Anis Koubaa 14 58 0 11 May 2020
A Simple Semi-Supervised Learning Framework for Object Detection Kihyuk Sohn Zizhao Zhang Chun-Liang Li Han Zhang Chen-Yu Lee Tomas Pfister 38 493 0 10 May 2020
Data Augmentation via Mixed Class Interpolation using Cycle-Consistent Generative Adversarial Networks Applied to Cross-Domain Imagery Hiroshi Sasaki Chris G. Willcocks T. Breckon 15 1 0 05 May 2020
MixText: Linguistically-Informed Interpolation of Hidden Space for Semi-Supervised Text Classification Jiaao Chen Zichao Yang Diyi Yang VLM 39 355 0 25 Apr 2020
Cheaper Pre-training Lunch: An Efficient Paradigm for Object Detection Dongzhan Zhou Xinchi Zhou Hongwen Zhang Shuai Yi Wanli Ouyang VLM 24 16 0 25 Apr 2020
Convolution-Weight-Distribution Assumption: Rethinking the Criteria of Channel Pruning Zhongzhan Huang Wenqi Shao Xinjiang Wang Liang Lin Ping Luo 16 52 0 24 Apr 2020
SIPA: A Simple Framework for Efficient Networks Gihun Lee Sangmin Bae Jaehoon Oh Seyoung Yun 6 1 0 24 Apr 2020
Supervised Contrastive Learning Prannay Khosla Piotr Teterwak Chen Wang Aaron Sarna Yonglong Tian Phillip Isola Aaron Maschinot Ce Liu Dilip Krishnan SSL 42 4,417 0 23 Apr 2020
YOLOv4: Optimal Speed and Accuracy of Object Detection Alexey Bochkovskiy Chien-Yao Wang H. Liao VLM ObjD 63 12,055 0 23 Apr 2020
Spatially Attentive Output Layer for Image Classification Ildoo Kim Woonhyuk Baek Sungwoong Kim 8 25 0 16 Apr 2020
Extreme Consistency: Overcoming Annotation Scarcity and Domain Shifts Gaurav Fotedar Nima Tajbakhsh Shilpa P. Ananth Xiaowei Ding 19 17 0 15 Apr 2020
WQT and DG-YOLO: towards domain generalization in underwater object detection Hong Liu Pinhao Song Runwei Ding 17 26 0 14 Apr 2020
OpenMix: Reviving Known Knowledge for Discovering Novel Visual Categories in An Open World Zhun Zhong Linchao Zhu Zhiming Luo Shaozi Li Yi Yang N. Sebe VLM CLL 33 113 0 12 Apr 2020
Attribute Mix: Semantic Data Augmentation for Fine Grained Recognition Hao Li Xiaopeng Zhang H. Xiong Qi Tian 6 41 0 06 Apr 2020
Rethinking Data Augmentation for Image Super-resolution: A Comprehensive Analysis and a New Strategy Jaejun Yoo Namhyuk Ahn Kyung-ah Sohn SupR 9 153 0 01 Apr 2020