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Improved Regularization of Convolutional Neural Networks with Cutout

15 August 2017

Papers citing "Improved Regularization of Convolutional Neural Networks with Cutout"

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Title
Faster AutoAugment: Learning Augmentation Strategies using Backpropagation Ryuichiro Hataya Jan Zdenek Kazuki Yoshizoe Hideki Nakayama 77 208 0 16 Nov 2019
Understanding the Disharmony between Weight Normalization Family and Weight Decay: $ε-$ shifted $L_2$ Regularizer Li Xiang Chen Shuo Xia Yan Yang Jian 59 2 0 14 Nov 2019
Streaming convolutional neural networks for end-to-end learning with multi-megapixel images H. Pinckaers Bram van Ginneken G. Litjens MedIm 60 94 0 11 Nov 2019
RoIMix: Proposal-Fusion among Multiple Images for Underwater Object Detection Weihong Lin Jia-Xing Zhong Shan Liu Thomas H. Li Ge Li ObjD 56 120 0 08 Nov 2019
Generalization in Reinforcement Learning with Selective Noise Injection and Information Bottleneck Maximilian Igl K. Ciosek Yingzhen Li Sebastian Tschiatschek Cheng Zhang Sam Devlin Katja Hofmann OffRL 88 174 0 28 Oct 2019
Consistency Regularization for Generative Adversarial Networks Han Zhang Zizhao Zhang Augustus Odena Honglak Lee GAN 73 285 0 26 Oct 2019
Stabilizing DARTS with Amended Gradient Estimation on Architectural Parameters Kaifeng Bi Changping Hu Lingxi Xie Xin Chen Longhui Wei Qi Tian 84 50 0 25 Oct 2019
A Simple Dynamic Learning Rate Tuning Algorithm For Automated Training of DNNs Koyel Mukherjee Alind Khare Ashish Verma 74 15 0 25 Oct 2019
Correction of Automatic Speech Recognition with Transformer Sequence-to-sequence Model Oleksii Hrinchuk Mariya Popova Boris Ginsburg VLM 62 90 0 23 Oct 2019
Occlusions for Effective Data Augmentation in Image Classification Ruth C. Fong Andrea Vedaldi 75 20 0 23 Oct 2019
Efficient Decoupled Neural Architecture Search by Structure and Operation Sampling Heung-Chang Lee Do-Guk Kim Bohyung Han 47 6 0 23 Oct 2019
Scale-Equivariant Steerable Networks Li Xiao Michal Szmaja A. Smeulders 127 149 0 14 Oct 2019
On the Reduction of Variance and Overestimation of Deep Q-Learning Mohammed Sabry A. A. A. Khalifa OOD OffRL 67 12 0 14 Oct 2019
Self-supervised Label Augmentation via Input Transformations Hankook Lee Sung Ju Hwang Jinwoo Shin SSL 68 63 0 14 Oct 2019
One-Shot Neural Architecture Search via Self-Evaluated Template Network Xuanyi Dong Yezhou Yang ViT 65 185 0 13 Oct 2019
Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels Massimiliano Patacchiola Jack Turner Elliot J. Crowley Michael F. P. O'Boyle Amos Storkey BDL 74 19 0 11 Oct 2019
Searching for A Robust Neural Architecture in Four GPU Hours Xuanyi Dong Yezhou Yang 173 656 0 10 Oct 2019
Skin Lesion Classification Using Ensembles of Multi-Resolution EfficientNets with Meta Data N. Gessert M. Nielsen M. Shaikh R. Werner Alexander Schlaefer 61 259 0 09 Oct 2019
Farkas layers: don't shift the data, fix the geometry Aram-Alexandre Pooladian Chris Finlay Adam M. Oberman AI4CE 36 1 0 04 Oct 2019
Information based Deep Clustering: An experimental study Jizong Peng Christian Desrosiers M. Pedersoli 52 1 0 03 Oct 2019
Partial differential equation regularization for supervised machine learning Jillian R. Fisher 54 2 0 03 Oct 2019
Accelerating Deep Learning by Focusing on the Biggest Losers Angela H. Jiang Daniel L.-K. Wong Giulio Zhou D. Andersen J. Dean ... Gauri Joshi M. Kaminsky M. Kozuch Zachary Chase Lipton Padmanabhan Pillai 93 123 0 02 Oct 2019
Distilling Effective Supervision from Severe Label Noise Zizhao Zhang Han Zhang Sercan O. Arik Honglak Lee Tomas Pfister NoLa 39 2 0 01 Oct 2019
Saliency is a Possible Red Herring When Diagnosing Poor Generalization J. Viviano B. Simpson Francis Dutil Yoshua Bengio Joseph Paul Cohen FAtt 74 6 0 01 Oct 2019
Automated design of error-resilient and hardware-efficient deep neural networks Christoph Schorn T. Elsken Sebastian Vogel Armin Runge A. Guntoro G. Ascheid AAML 45 32 0 30 Sep 2019
RandAugment: Practical automated data augmentation with a reduced search space E. D. Cubuk Barret Zoph Jonathon Shlens Quoc V. Le MQ 349 3,518 0 30 Sep 2019
MutualNet: Adaptive ConvNet via Mutual Learning from Network Width and Resolution Taojiannan Yang Sijie Zhu Chong Chen Shen Yan Mi Zhang Andrew Willis OOD 79 75 0 27 Sep 2019
Implicit Semantic Data Augmentation for Deep Networks Yulin Wang Xuran Pan Shiji Song Hong Zhang Cheng Wu Gao Huang 116 200 0 26 Sep 2019
Convolutional Neural Networks with Dynamic Regularization Yi Wang Zhen-Peng Bian Junhui Hou Lap-Pui Chau 36 21 0 26 Sep 2019
GraphMix: Improved Training of GNNs for Semi-Supervised Learning Vikas Verma Meng Qu Kenji Kawaguchi Alex Lamb Yoshua Bengio Arno Solin Jian Tang 84 62 0 25 Sep 2019
Balanced One-shot Neural Architecture Optimization Renqian Luo Tao Qin Enhong Chen BDL 69 14 0 24 Sep 2019
Deep Convolutions for In-Depth Automated Rock Typing E. E. Baraboshkin L. Ismailova D. Orlov E. Zhukovskaya G. Kalmykov O. V. Khotylev E. Baraboshkin D. Koroteev 46 85 0 23 Sep 2019
ASNI: Adaptive Structured Noise Injection for shallow and deep neural networks Beyrem Khalfaoui Joseph Boyd Jean-Philippe Vert 32 3 0 21 Sep 2019
Adversarial Learning of General Transformations for Data Augmentation Saypraseuth Mounsaveng David Vazquez Ismail Ben Ayed M. Pedersoli 40 10 0 21 Sep 2019
Understanding and Robustifying Differentiable Architecture Search Arber Zela T. Elsken Tonmoy Saikia Yassine Marrakchi Thomas Brox Frank Hutter OOD AAML 156 375 0 20 Sep 2019
Understanding Architectures Learnt by Cell-based Neural Architecture Search Yao Shu Wei Wang Shaofeng Cai 72 87 0 20 Sep 2019
Effectiveness of Adversarial Examples and Defenses for Malware Classification Robert Podschwadt Hassan Takabi AAML 52 11 0 10 Sep 2019
Automatic Hip Fracture Identification and Functional Subclassification with Deep Learning Justin D. Krogue Kaiyang Cheng Kevin M. Hwang Paul Toogood E. Meinberg ... B. Darger Kevin A. Padrez E. Ozhinsky S. Majumdar V. Pedoia OOD MedIm AI4CE 25 136 0 10 Sep 2019
Adversarial Policy Gradient for Deep Learning Image Augmentation Kaiyang Cheng C. Iriondo Francesco Calivá Justin D. Krogue S. Majumdar V. Pedoia MedIm 74 12 0 09 Sep 2019
TDAPNet: Prototype Network with Recurrent Top-Down Attention for Robust Object Classification under Partial Occlusion Mingqing Xiao Adam Kortylewski Ruihai Wu Siyuan Qiao Wei Shen Alan Yuille 62 14 0 09 Sep 2019
Deep Weakly-Supervised Learning Methods for Classification and Localization in Histology Images: A Survey Jérôme Rony Soufiane Belharbi Jose Dolz Ismail Ben Ayed Luke McCaffrey Eric Granger 159 74 0 08 Sep 2019
Best Practices for Scientific Research on Neural Architecture Search Marius Lindauer Frank Hutter 71 144 0 05 Sep 2019
Rethinking the Number of Channels for the Convolutional Neural Network Hui Zhu Zhulin An Chuanguang Yang Xiaolong Hu Kaiqiang Xu Yongjun Xu OOD 36 3 0 04 Sep 2019
Improved Image Augmentation for Convolutional Neural Networks by Copyout and CopyPairing P. May OOD 30 7 0 01 Sep 2019
Second-order Non-local Attention Networks for Person Re-identification Bryan (Ning) Xia Xia Yuan Gong Yizhe Zhang C. Poellabauer 3DPC 81 183 0 31 Aug 2019
Scale Calibrated Training: Improving Generalization of Deep Networks via Scale-Specific Normalization Zhuoran Yu Aojun Zhou Yukun Ma Yudian Li Xiaohan Zhang Ping Luo 32 3 0 31 Aug 2019
HM-NAS: Efficient Neural Architecture Search via Hierarchical Masking Shen Yan Biyi Fang Faen Zhang Yu Zheng Xiao Zeng Hui Xu Mi Zhang 66 22 0 31 Aug 2019
Gated Convolutional Networks with Hybrid Connectivity for Image Classification Chuanguang Yang Zhulin An Hui Zhu Xiaolong Hu Boyu Diao Kaiqiang Xu Chao Li Yongjun Xu 82 52 0 26 Aug 2019
Benchmarking the Robustness of Semantic Segmentation Models Christoph Kamann Carsten Rother VLM UQCV 81 164 0 14 Aug 2019
Matrix Nets: A New Deep Architecture for Object Detection Abdullah M. Rashwan Agastya Kalra Pascal Poupart ObjD 70 19 0 13 Aug 2019