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
SECANT: Self-Expert Cloning for Zero-Shot Generalization of Visual Policies Linxi Fan Guanzhi Wang De-An Huang Zhiding Yu Li Fei-Fei Yuke Zhu Anima Anandkumar OffRL 30 64 0 17 Jun 2021
MetaBalance: High-Performance Neural Networks for Class-Imbalanced Data Arpit Bansal Micah Goldblum Valeriia Cherepanova Avi Schwarzschild C. Bayan Bruss Tom Goldstein 20 8 0 17 Jun 2021
Robust Model-based Face Reconstruction through Weakly-Supervised Outlier Segmentation Chunlu Li Andreas Morel-Forster T. Vetter Bernhard Egger Adam Kortylewski 3DH CVBM 41 25 0 17 Jun 2021
ShuffleBlock: Shuffle to Regularize Deep Convolutional Neural Networks Sudhakar Kumawat Gagan Kanojia Shanmuganathan Raman 21 5 0 17 Jun 2021
A Random CNN Sees Objects: One Inductive Bias of CNN and Its Applications Yun Cao Jianxin Wu SSL 31 26 0 17 Jun 2021
Evolving Image Compositions for Feature Representation Learning Paola Cascante-Bonilla Arshdeep Sekhon Yanjun Qi Vicente Ordonez SSL 21 7 0 16 Jun 2021
ParticleAugment: Sampling-Based Data Augmentation Alexander Tsaregorodtsev Vasileios Belagiannis 21 2 0 16 Jun 2021
FastAno: Fast Anomaly Detection via Spatio-temporal Patch Transformation Chaewon Park Myeongah Cho Minhyeok Lee Sangyoun Lee 21 30 0 16 Jun 2021
SSMix: Saliency-Based Span Mixup for Text Classification Soyoung Yoon Gyuwan Kim Kyumin Park 24 69 0 15 Jun 2021
Keep CALM and Improve Visual Feature Attribution Jae Myung Kim Junsuk Choe Zeynep Akata Seong Joon Oh FAtt 350 20 0 15 Jun 2021
Survey: Image Mixing and Deleting for Data Augmentation Humza Naveed Saeed Anwar Munawar Hayat Kashif Javed Ajmal Mian 42 78 0 13 Jun 2021
Go Small and Similar: A Simple Output Decay Brings Better Performance Xuan Cheng Tianshu Xie Xiaomin Wang Jiali Deng Minghui Liu Ming Liu 10 0 0 12 Jun 2021
ST++: Make Self-training Work Better for Semi-supervised Semantic Segmentation Lihe Yang Wei Zhuo Lei Qi Yinghuan Shi Yang Gao 23 301 0 09 Jun 2021
Towards Training Stronger Video Vision Transformers for EPIC-KITCHENS-100 Action Recognition Ziyuan Huang Zhiwu Qing Xiang Wang Yutong Feng Shiwei Zhang Jianwen Jiang Zhurong Xia Mingqian Tang Nong Sang M. Ang ViT 27 11 0 09 Jun 2021
It Takes Two to Tango: Mixup for Deep Metric Learning Shashanka Venkataramanan Bill Psomas Ewa Kijak Laurent Amsaleg Konstantinos Karantzalos Yannis Avrithis 28 25 0 09 Jun 2021
Taxonomy of Machine Learning Safety: A Survey and Primer Sina Mohseni Haotao Wang Zhiding Yu Chaowei Xiao Zhangyang Wang J. Yadawa 31 31 0 09 Jun 2021
On the Connection between Local Attention and Dynamic Depth-wise Convolution Qi Han Zejia Fan Qi Dai Lei-huan Sun Ming-Ming Cheng Jiaying Liu Jingdong Wang ViT 29 105 0 08 Jun 2021
White Paper Assistance: A Step Forward Beyond the Shortcut Learning Xuan Cheng Tianshu Xie Xiaomin Wang Jiali Deng Minghui Liu Meilin Liu AAML 21 0 0 08 Jun 2021
Multi-dataset Pretraining: A Unified Model for Semantic Segmentation Bowen Shi Xiaopeng Zhang Haohang Xu Wenrui Dai Junni Zou H. Xiong Qi Tian 17 7 0 08 Jun 2021
Self-supervised and Supervised Joint Training for Resource-rich Machine Translation Yong Cheng Wei Wang Lu Jiang Wolfgang Macherey 29 17 0 08 Jun 2021
Mixture Outlier Exposure: Towards Out-of-Distribution Detection in Fine-grained Environments Jingyang Zhang Nathan Inkawhich Randolph Linderman Yiran Chen H. Li OODD 27 53 0 07 Jun 2021
Efficient Training of Visual Transformers with Small Datasets Yahui Liu E. Sangineto Wei Bi N. Sebe Bruno Lepri Marco De Nadai ViT 36 167 0 07 Jun 2021
Proxy-Normalizing Activations to Match Batch Normalization while Removing Batch Dependence A. Labatie Dominic Masters Zach Eaton-Rosen Carlo Luschi 33 21 0 07 Jun 2021
Making EfficientNet More Efficient: Exploring Batch-Independent Normalization, Group Convolutions and Reduced Resolution Training Dominic Masters A. Labatie Zach Eaton-Rosen Carlo Luschi 27 11 0 07 Jun 2021
RegMix: Data Mixing Augmentation for Regression Seonghyeon Hwang Steven Euijong Whang UQCV 23 7 0 07 Jun 2021
Understand and Improve Contrastive Learning Methods for Visual Representation: A Review Ran Liu SSL 29 12 0 06 Jun 2021
CAPE: Encoding Relative Positions with Continuous Augmented Positional Embeddings Tatiana Likhomanenko Qiantong Xu Gabriel Synnaeve R. Collobert A. Rogozhnikov OOD ViT 33 55 0 06 Jun 2021
k-Mixup Regularization for Deep Learning via Optimal Transport Kristjan Greenewald Anming Gu Mikhail Yurochkin Justin Solomon Edward Chien 33 17 0 05 Jun 2021
Meta-Learning with Fewer Tasks through Task Interpolation Huaxiu Yao Linjun Zhang Chelsea Finn 46 54 0 04 Jun 2021
RegionViT: Regional-to-Local Attention for Vision Transformers Chun-Fu Chen Yikang Shen Quanfu Fan ViT 27 195 0 04 Jun 2021
Tackling the Background Bias in Sparse Object Detection via Cropped Windows Leon Amadeus Varga A. Zell 32 8 0 04 Jun 2021
Glance-and-Gaze Vision Transformer Qihang Yu Yingda Xia Yutong Bai Yongyi Lu Alan Yuille Wei Shen ViT 33 75 0 04 Jun 2021
Partial Graph Reasoning for Neural Network Regularization Tiange Xiang Chaoyi Zhang Yang Song Siqi Liu Hongliang Yuan Weidong (Tom) Cai OOD 14 2 0 03 Jun 2021
Imperceptible Adversarial Examples for Fake Image Detection Quanyu Liao Yuezun Li Xiaoqiang Guo Bin Kong Yingxin Zhu Jianlei Liu Zhuqing Jiang Qi Song Xi Wu AAML 100 33 0 03 Jun 2021
When Vision Transformers Outperform ResNets without Pre-training or Strong Data Augmentations Xiangning Chen Cho-Jui Hsieh Boqing Gong ViT 35 321 0 03 Jun 2021
SAINT: Improved Neural Networks for Tabular Data via Row Attention and Contrastive Pre-Training Gowthami Somepalli Micah Goldblum Avi Schwarzschild C. Bayan Bruss Tom Goldstein LMTD 26 309 0 02 Jun 2021
Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision Xiaokang Chen Yuhui Yuan Gang Zeng Jingdong Wang 6 758 0 02 Jun 2021
DFGC 2021: A DeepFake Game Competition Bo Peng Hongxing Fan Wei Wang Jing Dong Yuezun Li ... Changtao Miao Changlei Lu Shan He Xiaoyu Wu Wanyi Zhuang 3DGS 34 10 0 02 Jun 2021
Self-supervised Lesion Change Detection and Localisation in Longitudinal Multiple Sclerosis Brain Imaging Minh-Son To Ian G Sarno Chee Chong M. Jenkinson G. Carneiro MedIm 36 7 0 02 Jun 2021
You Only Look at One Sequence: Rethinking Transformer in Vision through Object Detection Yuxin Fang Bencheng Liao Xinggang Wang Jiemin Fang Jiyang Qi Rui Wu Jianwei Niu Wenyu Liu ViT 25 317 0 01 Jun 2021
Robust Mutual Learning for Semi-supervised Semantic Segmentation Pan Zhang Bo Zhang Ting Zhang Dong Chen Fang Wen 31 17 0 01 Jun 2021
Exploring the Diversity and Invariance in Yourself for Visual Pre-Training Task Longhui Wei Lingxi Xie Wen-gang Zhou Houqiang Li Qi Tian SSL 27 3 0 01 Jun 2021
Dual Normalization Multitasking for Audio-Visual Sounding Object Localization Tokuhiro Nishikawa Daiki Shimada Jerry Jun Yokono 15 0 0 01 Jun 2021
Not All Images are Worth 16x16 Words: Dynamic Transformers for Efficient Image Recognition Yulin Wang Rui Huang S. Song Zeyi Huang Gao Huang ViT 33 189 0 31 May 2021
EDDA: Explanation-driven Data Augmentation to Improve Explanation Faithfulness Ruiwen Li Zhibo Zhang Jiani Li C. Trabelsi Scott Sanner Jongseong Jang Yeonjeong Jeong Dongsub Shim AAML 16 1 0 29 May 2021
Smaller Is Better: An Analysis of Instance Quantity/Quality Trade-off in Rehearsal-based Continual Learning Francesco Pelosin A. Torsello 23 1 0 28 May 2021
Robust Regularization with Adversarial Labelling of Perturbed Samples Xiaohui Guo Richong Zhang Yaowei Zheng Yongyi Mao AAML 11 0 0 28 May 2021
ResT: An Efficient Transformer for Visual Recognition Qing-Long Zhang Yubin Yang ViT 29 229 0 28 May 2021
FReTAL: Generalizing Deepfake Detection using Knowledge Distillation and Representation Learning Minhan Kim Shahroz Tariq Simon S. Woo 31 86 0 28 May 2021
Drawing Multiple Augmentation Samples Per Image During Training Efficiently Decreases Test Error Stanislav Fort Andrew Brock Razvan Pascanu Soham De Samuel L. Smith 31 31 0 27 May 2021