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
OOD-CV: A Benchmark for Robustness to Out-of-Distribution Shifts of Individual Nuisances in Natural Images Bingchen Zhao Shaozuo Yu Wufei Ma M. Yu Shenxiao Mei Angtian Wang Ju He Alan Yuille Adam Kortylewski 31 53 0 29 Nov 2021
Local Learning Matters: Rethinking Data Heterogeneity in Federated Learning Matías Mendieta Taojiannan Yang Pu Wang Minwoo Lee Zhengming Ding Chong Chen FedML 31 158 0 28 Nov 2021
Learning a Weight Map for Weakly-Supervised Localization Tal Shaharabany Lior Wolf WSOL SSL 23 1 0 28 Nov 2021
SWAT: Spatial Structure Within and Among Tokens Kumara Kahatapitiya Michael S. Ryoo 27 6 0 26 Nov 2021
Weakly-guided Self-supervised Pretraining for Temporal Activity Detection Kumara Kahatapitiya Zhou Ren Haoxiang Li Zhenyu Wu Michael S. Ryoo G. Hua ViT 28 6 0 26 Nov 2021
Using Fictitious Class Representations to Boost Discriminative Zero-Shot Learners Mohammed Dabbah Ran El-Yaniv 22 0 0 26 Nov 2021
Not All Relations are Equal: Mining Informative Labels for Scene Graph Generation A. Goel Basura Fernando Frank Keller Hakan Bilen 35 30 0 26 Nov 2021
Look at here : Utilizing supervision to attend subtle key regions Changhwan Lee Yeesuk Kim Bong Gun Lee D. Kim Jongseong Jang 24 1 0 25 Nov 2021
Global Interaction Modelling in Vision Transformer via Super Tokens Ammarah Farooq Muhammad Awais S. Ahmed J. Kittler ViT 36 6 0 25 Nov 2021
Perturbed and Strict Mean Teachers for Semi-supervised Semantic Segmentation Yuyuan Liu Yu Tian Yuanhong Chen Fengbei Liu Vasileios Belagiannis G. Carneiro 41 177 0 25 Nov 2021
RegionCL: Can Simple Region Swapping Contribute to Contrastive Learning? Yufei Xu Qiming Zhang Jing Zhang Dacheng Tao SSL 21 18 0 24 Nov 2021
An Image Patch is a Wave: Phase-Aware Vision MLP Yehui Tang Kai Han Jianyuan Guo Chang Xu Yanxi Li Chao Xu Yunhe Wang 26 134 0 24 Nov 2021
Pixel-wise Energy-biased Abstention Learning for Anomaly Segmentation on Complex Urban Driving Scenes Yu Tian Yuyuan Liu Guansong Pang Fengbei Liu Yuanhong Chen G. Carneiro 26 85 0 24 Nov 2021
UniTAB: Unifying Text and Box Outputs for Grounded Vision-Language Modeling Zhengyuan Yang Zhe Gan Jianfeng Wang Xiaowei Hu Faisal Ahmed Zicheng Liu Yumao Lu Lijuan Wang 34 111 0 23 Nov 2021
Variance Reduction in Deep Learning: More Momentum is All You Need Lionel Tondji S. Kashubin Moustapha Cissé ODL 24 1 0 23 Nov 2021
MetaFormer Is Actually What You Need for Vision Weihao Yu Mi Luo Pan Zhou Chenyang Si Yichen Zhou Xinchao Wang Jiashi Feng Shuicheng Yan 40 880 0 22 Nov 2021
Lebanon Solar Rooftop Potential Assessment using Buildings Segmentation from Aerial Images Hasan Nasrallah A. Samhat Yilei Shi Xiaoxiang Zhu G. Faour A. Ghandour 24 16 0 22 Nov 2021
DyTox: Transformers for Continual Learning with DYnamic TOken eXpansion Arthur Douillard Alexandre Ramé Guillaume Couairon Matthieu Cord CLL 30 299 0 22 Nov 2021
MUM : Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object Detection Jongmok Kim JooYoung Jang Seunghyeon Seo Jisoo Jeong Jongkeun Na Nojun Kwak 25 41 0 22 Nov 2021
Denoised Internal Models: a Brain-Inspired Autoencoder against Adversarial Attacks Kaiyuan Liu Xingyu Li Yu-Rui Lai Hong Xie Hang Su Jiacheng Wang Chunxu Guo J. Guan Yi Zhou AAML 34 3 0 21 Nov 2021
Discrete Representations Strengthen Vision Transformer Robustness Chengzhi Mao Lu Jiang Mostafa Dehghani Carl Vondrick Rahul Sukthankar Irfan Essa ViT 32 44 0 20 Nov 2021
Bi-Mix: Bidirectional Mixing for Domain Adaptive Nighttime Semantic Segmentation Guanglei Yang Zhun Zhong Hao Tang M. Ding N. Sebe Elisa Ricci 21 7 0 19 Nov 2021
Semi-Supervised Domain Generalization with Evolving Intermediate Domain Luojun Lin Han Xie Zhishu Sun Weijie Chen Wenxi Liu Yuanlong Yu Lei Zhang 23 11 0 19 Nov 2021
SimMIM: A Simple Framework for Masked Image Modeling Zhenda Xie Zheng Zhang Yue Cao Yutong Lin Jianmin Bao Zhuliang Yao Qi Dai Han Hu 90 1,315 0 18 Nov 2021
Swin Transformer V2: Scaling Up Capacity and Resolution Ze Liu Han Hu Yutong Lin Zhuliang Yao Zhenda Xie ... Yue Cao Zheng Zhang Li Dong Furu Wei B. Guo ViT 100 1,761 0 18 Nov 2021
TransMix: Attend to Mix for Vision Transformers Jieneng Chen Shuyang Sun Ju He Philip Torr Alan Yuille S. Bai ViT 33 104 0 18 Nov 2021
Evaluating Transformers for Lightweight Action Recognition Raivo Koot Markus Hennerbichler Haiping Lu ViT 32 8 0 18 Nov 2021
SmoothMix: Training Confidence-calibrated Smoothed Classifiers for Certified Robustness Jongheon Jeong Sejun Park Minkyu Kim Heung-Chang Lee Do-Guk Kim Jinwoo Shin AAML 31 55 0 17 Nov 2021
INTERN: A New Learning Paradigm Towards General Vision Jing Shao Siyu Chen Yangguang Li Kun Wang Zhen-fei Yin ... F. Yu Junjie Yan Dahua Lin Xiaogang Wang Yu Qiao 29 34 0 16 Nov 2021
Improved Robustness of Vision Transformer via PreLayerNorm in Patch Embedding Bum Jun Kim Hyeyeon Choi Hyeonah Jang Dong Gu Lee Wonseok Jeong Sang Woo Kim ViT 29 8 0 16 Nov 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 322 7,503 0 11 Nov 2021
A Survey of Visual Transformers Yang Liu Yao Zhang Yixin Wang Feng Hou Jin Yuan Jiang Tian Yang Zhang Zhongchao Shi Jianping Fan Zhiqiang He 3DGS ViT 79 332 0 11 Nov 2021
Graph Transplant: Node Saliency-Guided Graph Mixup with Local Structure Preservation Joonhyung Park Hajin Shim Eunho Yang 79 49 0 10 Nov 2021
Are Transformers More Robust Than CNNs? Yutong Bai Jieru Mei Alan Yuille Cihang Xie ViT AAML 195 260 0 10 Nov 2021
Data Augmentation Can Improve Robustness Sylvestre-Alvise Rebuffi Sven Gowal D. A. Calian Florian Stimberg Olivia Wiles Timothy A. Mann AAML 34 273 0 09 Nov 2021
Approximate Neural Architecture Search via Operation Distribution Learning Xingchen Wan Binxin Ru P. Esperança Fabio Maria Carlucci 33 7 0 08 Nov 2021
SEGA: Semantic Guided Attention on Visual Prototype for Few-Shot Learning Fengyuan Yang Ruiping Wang Xilin Chen VLM 39 35 0 08 Nov 2021
Towards Calibrated Model for Long-Tailed Visual Recognition from Prior Perspective Zhengzhuo Xu Zenghao Chai Chun Yuan 70 52 0 06 Nov 2021
SSA: Semantic Structure Aware Inference for Weakly Pixel-Wise Dense Predictions without Cost Yanpeng Sun Zechao Li 32 15 0 05 Nov 2021
MixSiam: A Mixture-based Approach to Self-supervised Representation Learning Xiaoyang Guo Tianhao Zhao Yutian Lin Bo Du SSL 30 6 0 04 Nov 2021
Qimera: Data-free Quantization with Synthetic Boundary Supporting Samples Kanghyun Choi Deokki Hong Noseong Park Youngsok Kim Jinho Lee MQ 29 64 0 04 Nov 2021
Elucidating Robust Learning with Uncertainty-Aware Corruption Pattern Estimation Jeongeun Park Seungyoung Shin Sangheum Hwang Sungjoon Choi 35 5 0 02 Nov 2021
Human Attention in Fine-grained Classification Yao Rong Wenjia Xu Zeynep Akata Enkelejda Kasneci 50 35 0 02 Nov 2021
Multi-Scale High-Resolution Vision Transformer for Semantic Segmentation Jiaqi Gu Hyoukjun Kwon Dilin Wang Wei Ye Meng Li Yu-Hsin Chen Liangzhen Lai Vikas Chandra David Z. Pan ViT 32 184 0 01 Nov 2021
Availability Attacks Create Shortcuts Da Yu Huishuai Zhang Wei Chen Jian Yin Tie-Yan Liu AAML 31 57 0 01 Nov 2021
Smart(Sampling)Augment: Optimal and Efficient Data Augmentation for Semantic Segmentation Misgana Negassi Diane Wagner A. Reiterer 19 13 0 31 Oct 2021
A fast accurate fine-grain object detection model based on YOLOv4 deep neural network Anisha Roy Rikhi Bose Jayabrata Bhaduri 32 218 0 30 Oct 2021
Adversarial Robustness with Semi-Infinite Constrained Learning Alexander Robey Luiz F. O. Chamon George J. Pappas Hamed Hassani Alejandro Ribeiro AAML OOD 118 43 0 29 Oct 2021
Contrast and Mix: Temporal Contrastive Video Domain Adaptation with Background Mixing Aadarsh Sahoo Rutav Shah Yikang Shen Kate Saenko Abir Das 32 63 0 28 Oct 2021
Inferring the Class Conditional Response Map for Weakly Supervised Semantic Segmentation Weixuan Sun Jing Zhang Nick Barnes WSOL 39 14 0 27 Oct 2021