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
A Compositional Feature Embedding and Similarity Metric for Ultra-Fine-Grained Visual Categorization Yajie Sun Miaohua Zhang Xiaohan Yu Yi Liao Yongsheng Gao 26 5 0 25 Sep 2021
Towards robustness under occlusion for face recognition Tomas M. Borges Teofilo de Campos R. Queiroz CVBM 30 4 0 19 Sep 2021
AutoInit: Analytic Signal-Preserving Weight Initialization for Neural Networks G. Bingham Risto Miikkulainen ODL 24 4 0 18 Sep 2021
Semi-Supervised Visual Representation Learning for Fashion Compatibility Ambareesh Revanur Vijay Kumar D. Sharma SSL 23 20 0 16 Sep 2021
PointManifoldCut: Point-wise Augmentation in the Manifold for Point Clouds Tianfang Zhu Yue Guan A. Li 3DPC 35 1 0 15 Sep 2021
F-CAM: Full Resolution Class Activation Maps via Guided Parametric Upscaling Soufiane Belharbi Aydin Sarraf M. Pedersoli Ismail Ben Ayed Luke McCaffrey Eric Granger WSOL 48 30 0 15 Sep 2021
Image Shape Manipulation from a Single Augmented Training Sample Yael Vinker Eliahu Horwitz Nir Zabari Yedid Hoshen GAN 33 20 0 13 Sep 2021
Adversarial Bone Length Attack on Action Recognition Nariki Tanaka Hiroshi Kera K. Kawamoto AAML 29 13 0 13 Sep 2021
HCDG: A Hierarchical Consistency Framework for Domain Generalization on Medical Image Segmentation Yijun Yang Shujun Wang Lei Zhu Lequan Yu 42 10 0 13 Sep 2021
LibFewShot: A Comprehensive Library for Few-shot Learning Wenbin Li Ziyi Ziyi Wang Xuesong Yang C. Dong ... Jing Huo Yinghuan Shi Lei Wang Yang Gao Jiebo Luo VLM 119 66 0 10 Sep 2021
TACS: Taxonomy Adaptive Cross-Domain Semantic Segmentation R. Gong Martin Danelljan Dengxin Dai D. Paudel Ajad Chhatkuli Feng Yu Luc Van Gool 46 9 0 10 Sep 2021
Counterfactual Adversarial Learning with Representation Interpolation Wen Wang Wei Ping Ning Shi Jinfeng Li Bingyu Zhu Xiangyu Liu Rongxin Zhang AAML OOD CML 26 2 0 10 Sep 2021
SanitAIs: Unsupervised Data Augmentation to Sanitize Trojaned Neural Networks Kiran Karra C. Ashcraft Cash Costello AAML 37 0 0 09 Sep 2021
ConvMLP: Hierarchical Convolutional MLPs for Vision Jiachen Li Ali Hassani Steven Walton Humphrey Shi 43 66 0 09 Sep 2021
A Decoupled Uncertainty Model for MRI Segmentation Quality Estimation Richard Shaw Carole H. Sudre Sebastien Ourselin M. Jorge Cardoso H. Pemberton UQCV 27 5 0 06 Sep 2021
Revisiting 3D ResNets for Video Recognition Xianzhi Du Yeqing Li Huayu Chen Rui Qian Jing Li Irwan Bello 56 17 0 03 Sep 2021
CAM-loss: Towards Learning Spatially Discriminative Feature Representations Chaofei Wang J. Xiao Yizeng Han Qisen Yang S. Song Gao Huang 22 20 0 03 Sep 2021
Self-supervised Pseudo Multi-class Pre-training for Unsupervised Anomaly Detection and Segmentation in Medical Images Yu Tian Fengbei Liu Guansong Pang Yuanhong Chen Yuyuan Liu Johan Verjans Rajvinder Singh G. Carneiro 37 30 0 03 Sep 2021
Self-Taught Cross-Domain Few-Shot Learning with Weakly Supervised Object Localization and Task-Decomposition Xiyao Liu Zhong Ji Yanwei Pang Zhongfei Zhang 35 17 0 03 Sep 2021
Searching for Efficient Multi-Stage Vision Transformers Yi-Lun Liao S. Karaman Vivienne Sze ViT 26 19 0 01 Sep 2021
Hire-MLP: Vision MLP via Hierarchical Rearrangement Jianyuan Guo Yehui Tang Kai Han Xinghao Chen Han Wu Chao Xu Chang Xu Yunhe Wang 51 105 0 30 Aug 2021
Exploring and Improving Mobile Level Vision Transformers Pengguang Chen Yixin Chen Shu Liu Ming-Hsuan Yang Jiaya Jia ViT 29 4 0 30 Aug 2021
A Battle of Network Structures: An Empirical Study of CNN, Transformer, and MLP Yucheng Zhao Guangting Wang Chuanxin Tang Chong Luo Wenjun Zeng Zhengjun Zha 35 69 0 30 Aug 2021
Improving Semi-Supervised and Domain-Adaptive Semantic Segmentation with Self-Supervised Depth Estimation Lukas Hoyer Dengxin Dai Qin Wang Yuhua Chen Luc Van Gool MDE 25 38 0 28 Aug 2021
StackMix and Blot Augmentations for Handwritten Text Recognition Alex Shonenkov Denis Karachev Maxim Novopoltsev M. Potanin Denis Dimitrov 34 5 0 26 Aug 2021
TPH-YOLOv5: Improved YOLOv5 Based on Transformer Prediction Head for Object Detection on Drone-captured Scenarios Xingkui Zhu Shuchang Lyu Xu Wang Qi Zhao 26 1,199 0 26 Aug 2021
ChessMix: Spatial Context Data Augmentation for Remote Sensing Semantic Segmentation M. B. Pereira J. A. dos Santos 18 8 0 26 Aug 2021
DU-GAN: Generative Adversarial Networks with Dual-Domain U-Net Based Discriminators for Low-Dose CT Denoising Zhizhong Huang Junping Zhang Yi Zhang Hongming Shan MedIm 31 149 0 24 Aug 2021
StyleAugment: Learning Texture De-biased Representations by Style Augmentation without Pre-defined Textures Sanghyuk Chun Song Park 21 6 0 24 Aug 2021
BiaSwap: Removing dataset bias with bias-tailored swapping augmentation Eungyeup Kim Jihyeon Janel Lee Jaegul Choo 32 87 0 23 Aug 2021
SegMix: Co-occurrence Driven Mixup for Semantic Segmentation and Adversarial Robustness Md. Amirul Islam M. Kowal Konstantinos G. Derpanis Neil D. B. Bruce 33 8 0 23 Aug 2021
PatchCleanser: Certifiably Robust Defense against Adversarial Patches for Any Image Classifier Chong Xiang Saeed Mahloujifar Prateek Mittal VLM AAML 24 73 0 20 Aug 2021
Amplitude-Phase Recombination: Rethinking Robustness of Convolutional Neural Networks in Frequency Domain Guangyao Chen Peixi Peng Li Ma Jia Li Lin Du Yonghong Tian AAML OOD 35 90 0 19 Aug 2021
Semantic Perturbations with Normalizing Flows for Improved Generalization Oğuz Kaan Yüksel Sebastian U. Stich Martin Jaggi Tatjana Chavdarova AAML 34 10 0 18 Aug 2021
Towards Efficient and Data Agnostic Image Classification Training Pipeline for Embedded Systems K. Prokofiev V. Sovrasov 3DH 24 2 0 16 Aug 2021
Data Augmentation for Scene Text Recognition Rowel Atienza 41 19 0 16 Aug 2021
Challenges for cognitive decoding using deep learning methods A. Thomas Christopher Ré R. Poldrack AI4CE 24 6 0 16 Aug 2021
CarveMix: A Simple Data Augmentation Method for Brain Lesion Segmentation Xinru Zhang Chenghao Liu N. Ou Xiangzhu Zeng Xiaoliang Xiong Yizhou Yu Zhiwen Liu Chuyang Ye 55 32 0 16 Aug 2021
Semi-Supervised Domain Generalizable Person Re-Identification Lingxiao He Wu Liu Jian Liang Kecheng Zheng Xingyu Liao Peng Cheng Tao Mei OOD 26 15 0 11 Aug 2021
On the Effect of Pruning on Adversarial Robustness Artur Jordão Hélio Pedrini AAML 42 22 0 10 Aug 2021
Deep Joint Learning of Pathological Region Localization and Alzheimer's Disease Diagnosis Changhyun Park Heung-Il Suk 37 3 0 10 Aug 2021
An empirical investigation into audio pipeline approaches for classifying bird species David Behr C. Maina Vukosi Marivate 22 2 0 10 Aug 2021
RaftMLP: How Much Can Be Done Without Attention and with Less Spatial Locality? Yuki Tatsunami Masato Taki 42 12 0 09 Aug 2021
Spatio-Temporal Attention Mechanism and Knowledge Distillation for Lip Reading Shahd Elashmawy Marian M. Ramsis Hesham M. Eraqi Farah Eldeshnawy Hadeel Mabrouk Omar Abugabal Nourhan Sakr 40 1 0 07 Aug 2021
SpecMix : A Mixed Sample Data Augmentation method for Training withTime-Frequency Domain Features Gwantae Kim D. Han Hanseok Ko 50 42 0 06 Aug 2021
Improving Contrastive Learning by Visualizing Feature Transformation Rui Zhu Bingchen Zhao Jingen Liu Zhenglong Sun Chen Chen SSL 105 78 0 06 Aug 2021
Residual Attention: A Simple but Effective Method for Multi-Label Recognition Ke Zhu Jianxin Wu 36 134 0 05 Aug 2021
Global and Local Texture Randomization for Synthetic-to-Real Semantic Segmentation Duo Peng Yinjie Lei Lingqiao Liu Pingping Zhang Jun Liu 25 73 0 05 Aug 2021
Weakly Supervised Foreground Learning for Weakly Supervised Localization and Detection Chen-Da Liu-Zhang Yin Li Jianxin Wu WSOL 20 3 0 03 Aug 2021
Vision Transformer with Progressive Sampling Xiaoyu Yue Shuyang Sun Zhanghui Kuang Meng Wei Philip Torr Wayne Zhang Dahua Lin ViT 24 81 0 03 Aug 2021