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"

50 / 2,500 papers shown

Title
Mixing and Shifting: Exploiting Global and Local Dependencies in Vision MLPs Huangjie Zheng Pengcheng He Weizhu Chen Mingyuan Zhou 27 14 0 14 Feb 2022
A Data Augmentation Method for Fully Automatic Brain Tumor Segmentation Yu Wang Ya-Liang Ji Hongbing Xiao 17 27 0 13 Feb 2022
BViT: Broad Attention based Vision Transformer Nannan Li Yaran Chen Weifan Li Zixiang Ding Dong Zhao ViT 43 23 0 13 Feb 2022
Fast Adversarial Training with Noise Augmentation: A Unified Perspective on RandStart and GradAlign Axi Niu Kang Zhang Chaoning Zhang Chenshuang Zhang In So Kweon Chang D. Yoo Yanning Zhang AAML 61 6 0 11 Feb 2022
Uncertainty Modeling for Out-of-Distribution Generalization Xiaotong Li Yongxing Dai Yixiao Ge Jun Liu Ying Shan Ling-Yu Duan OODD OOD 38 175 0 08 Feb 2022
Penalizing Gradient Norm for Efficiently Improving Generalization in Deep Learning Yang Zhao Hao Zhang Xiuyuan Hu 38 116 0 08 Feb 2022
Corrupted Image Modeling for Self-Supervised Visual Pre-Training Yuxin Fang Li Dong Hangbo Bao Xinggang Wang Furu Wei 17 87 0 07 Feb 2022
Benchmarking and Analyzing Point Cloud Classification under Corruptions Jiawei Ren Liang Pan Ziwei Liu 3DPC 30 80 0 07 Feb 2022
Crafting Better Contrastive Views for Siamese Representation Learning Xiang Peng Kai Wang Zheng Hua Zhu Mang Wang Yang You SSL 33 103 0 07 Feb 2022
OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework Peng Wang An Yang Rui Men Junyang Lin Shuai Bai Zhikang Li Jianxin Ma Chang Zhou Jingren Zhou Hongxia Yang MLLM ObjD 74 852 0 07 Feb 2022
Context Autoencoder for Self-Supervised Representation Learning Xiaokang Chen Mingyu Ding Xiaodi Wang Ying Xin Shentong Mo Yunhao Wang Shumin Han Ping Luo Gang Zeng Jingdong Wang SSL 50 387 0 07 Feb 2022
Supervision by Denoising for Medical Image Segmentation Sean I. Young Adrian Dalca Enzo Ferrante Polina Golland Christopher A. Metzler Bruce Fischl Juan Eugenio Iglesias 29 4 0 07 Feb 2022
Dataset Condensation with Contrastive Signals Saehyung Lee Sanghyuk Chun Sangwon Jung Sangdoo Yun Sung-Hoon Yoon DD 16 97 0 07 Feb 2022
Learning Features with Parameter-Free Layers Dongyoon Han Y. Yoo Beomyoung Kim Byeongho Heo 40 8 0 06 Feb 2022
Learnability Lock: Authorized Learnability Control Through Adversarial Invertible Transformations Weiqi Peng Jinghui Chen AAML 24 5 0 03 Feb 2022
NoisyMix: Boosting Model Robustness to Common Corruptions N. Benjamin Erichson Soon Hoe Lim Winnie Xu Francisco Utrera Ziang Cao Michael W. Mahoney 22 17 0 02 Feb 2022
Aggregating Global Features into Local Vision Transformer Krushi Patel A. Bur Fengju Li Guanghui Wang ViT 38 34 0 30 Jan 2022
Backdoors Stuck At The Frontdoor: Multi-Agent Backdoor Attacks That Backfire Siddhartha Datta N. Shadbolt AAML 52 7 0 28 Jan 2022
DynaMixer: A Vision MLP Architecture with Dynamic Mixing Ziyu Wang Wenhao Jiang Yiming Zhu Li Yuan Yibing Song Wei Liu 45 44 0 28 Jan 2022
You Only Cut Once: Boosting Data Augmentation with a Single Cut Junlin Han Pengfei Fang Weihong Li Jie Hong M. Armin Ian Reid L. Petersson Hongdong Li 52 28 0 28 Jan 2022
Robust Augmentation for Multivariate Time Series Classification Hong Yang Travis J. Desell AI4TS 37 7 0 27 Jan 2022
Boosting 3D Adversarial Attacks with Attacking On Frequency Binbin Liu Jinlai Zhang Lyujie Chen Jihong Zhu 3DPC 19 36 0 26 Jan 2022
Training Vision Transformers with Only 2040 Images Yunhao Cao Hao Yu Jianxin Wu ViT 120 43 0 26 Jan 2022
Patches Are All You Need? Asher Trockman J. Zico Kolter ViT 225 403 0 24 Jan 2022
UniFormer: Unifying Convolution and Self-attention for Visual Recognition Kunchang Li Yali Wang Junhao Zhang Peng Gao Guanglu Song Yu Liu Hongsheng Li Yu Qiao ViT 162 363 0 24 Jan 2022
Semi-Supervised Adversarial Recognition of Refined Window Structures for Inverse Procedural Façade Modeling Han Hu Xinrong Liang Yulin Ding Qisen Shang Bo Xu X. Ge Min Chen Ruofei Zhong Qing Zhu 36 9 0 22 Jan 2022
VIPriors 2: Visual Inductive Priors for Data-Efficient Deep Learning Challenges A. Lengyel Robert-Jan Bruintjes Marcos Baptista-Rios O. Kayhan Davide Zambrano Nergis Tomen Jan van Gemert VLM 30 11 0 21 Jan 2022
Omnivore: A Single Model for Many Visual Modalities Rohit Girdhar Mannat Singh Nikhil Ravi Laurens van der Maaten Armand Joulin Ishan Misra 229 226 0 20 Jan 2022
Enhanced Performance of Pre-Trained Networks by Matched Augmentation Distributions T. Ahmad Mohsen Jafarzadeh A. Dhamija Ryan Rabinowitz Steve Cruz Chunchun Li Terrance E. Boult 25 0 0 19 Jan 2022
Global-Local Path Networks for Monocular Depth Estimation with Vertical CutDepth Doyeon Kim Woonghyun Ka Pyunghwan Ahn Donggyu Joo S. Chun Junmo Kim MDE 19 124 0 19 Jan 2022
Towards Adversarial Evaluations for Inexact Machine Unlearning Shashwat Goel Ameya Prabhu Amartya Sanyal Ser-Nam Lim Philip Torr Ponnurangam Kumaraguru AAML ELM MU 56 51 0 17 Jan 2022
SeamlessGAN: Self-Supervised Synthesis of Tileable Texture Maps Carlos Rodriguez-Pardo Elena Garces GAN 26 25 0 13 Jan 2022
Preventing Manifold Intrusion with Locality: Local Mixup Raphael Baena Lucas Drumetz Vincent Gripon AAML 38 15 0 12 Jan 2022
A ConvNet for the 2020s Zhuang Liu Hanzi Mao Chaozheng Wu Christoph Feichtenhofer Trevor Darrell Saining Xie ViT 42 5,008 0 10 Jan 2022
Avoiding Overfitting: A Survey on Regularization Methods for Convolutional Neural Networks C. F. G. Santos João Paulo Papa 35 215 0 10 Jan 2022
Negative Evidence Matters in Interpretable Histology Image Classification Soufiane Belharbi M. Pedersoli Ismail Ben Ayed Luke McCaffrey Eric Granger 26 11 0 07 Jan 2022
Uncertainty-Aware Cascaded Dilation Filtering for High-Efficiency Deraining Qing Guo Jingyang Sun Felix Juefei Xu Lei Ma Di Lin Wei Feng Song Wang 29 2 0 07 Jan 2022
GenLabel: Mixup Relabeling using Generative Models Jy-yong Sohn Liang Shang Hongxu Chen Jaekyun Moon Dimitris Papailiopoulos Kangwook Lee VLM 16 15 0 07 Jan 2022
AutoBalance: Optimized Loss Functions for Imbalanced Data Mingchen Li Xuechen Zhang Christos Thrampoulidis Jiasi Chen Samet Oymak 24 67 0 04 Jan 2022
PyramidTNT: Improved Transformer-in-Transformer Baselines with Pyramid Architecture Kai Han Jianyuan Guo Yehui Tang Yunhe Wang ViT 34 22 0 04 Jan 2022
Vision Transformer Slimming: Multi-Dimension Searching in Continuous Optimization Space Arnav Chavan Zhiqiang Shen Zhuang Liu Zechun Liu Kwang-Ting Cheng Eric P. Xing ViT 38 70 0 03 Jan 2022
Vision Transformer with Deformable Attention Zhuofan Xia Xuran Pan S. Song Li Erran Li Gao Huang ViT 33 459 0 03 Jan 2022
CaFT: Clustering and Filter on Tokens of Transformer for Weakly Supervised Object Localization Ming Li WSOL ViT 28 7 0 03 Jan 2022
Improving Out-of-Distribution Robustness via Selective Augmentation Huaxiu Yao Yu Wang Sai Li Linjun Zhang Weixin Liang James Zou Chelsea Finn OOD OODD 34 215 0 02 Jan 2022
Background-aware Classification Activation Map for Weakly Supervised Object Localization Lei Zhu Qi She Qian Chen Xiangxi Meng Mufeng Geng ... Bin Qiu Yunfei You Yibao Zhang Qiushi Ren Yanye Lu WSOL 62 18 0 29 Dec 2021
Pale Transformer: A General Vision Transformer Backbone with Pale-Shaped Attention Sitong Wu Tianyi Wu Hao Hao Tan G. Guo ViT 36 70 0 28 Dec 2021
Augmenting Convolutional networks with attention-based aggregation Hugo Touvron Matthieu Cord Alaaeldin El-Nouby Piotr Bojanowski Armand Joulin Gabriel Synnaeve Hervé Jégou ViT 38 47 0 27 Dec 2021
PRIME: A few primitives can boost robustness to common corruptions Apostolos Modas Rahul Rade Guillermo Ortiz-Jiménez Seyed-Mohsen Moosavi-Dezfooli P. Frossard AAML 25 42 0 27 Dec 2021
Vision Transformer for Small-Size Datasets Seung Hoon Lee Seunghyun Lee B. Song ViT 22 223 0 27 Dec 2021
ELSA: Enhanced Local Self-Attention for Vision Transformer Jingkai Zhou Pichao Wang Fan Wang Qiong Liu Hao Li Rong Jin ViT 42 37 0 23 Dec 2021