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
Empirical Study of Mix-based Data Augmentation Methods in Physiological Time Series Data Peikun Guo Huiyuan Yang Akane Sano AI4TS 17 5 0 18 Sep 2023
Selective Volume Mixup for Video Action Recognition Yi Tan Zhaofan Qiu Y. Hao Ting Yao Xiangnan He Tao Mei ViT 38 2 0 18 Sep 2023
PanoMixSwap Panorama Mixing via Structural Swapping for Indoor Scene Understanding Yu-Cheng Hsieh Cheng Sun Suraj Dengale Min Sun 3DPC 38 1 0 18 Sep 2023
MVP: Meta Visual Prompt Tuning for Few-Shot Remote Sensing Image Scene Classification Junjie Zhu Yiying Li Chunping Qiu Ke Yang Naiyang Guan Xiaodong Yi 37 6 0 17 Sep 2023
Improve Deep Forest with Learnable Layerwise Augmentation Policy Schedule Hongyu Zhu Sichu Liang Wentao Hu Fangqi Li Yali Yuan Shi-Lin Wang Guang Cheng 26 2 0 16 Sep 2023
Semi-supervised Sound Event Detection with Local and Global Consistency Regularization Yiming Li Xiangdong Wang Hong Liu Rui Tao Long Yan Kazushige Ouchi 35 3 0 15 Sep 2023
Leveraging the Power of Data Augmentation for Transformer-based Tracking Jie Zhao Johan Edstedt Michael Felsberg D. Wang Huchuan Lu ViT 40 4 0 15 Sep 2023
Syn-Att: Synthetic Speech Attribution via Semi-Supervised Unknown Multi-Class Ensemble of CNNs Md Awsafur Rahman Bishmoy Paul Najibul Haque Sarker Zaber Ibn Abdul Hakim S. Fattah Mohammad Saquib 16 3 0 15 Sep 2023
ALWOD: Active Learning for Weakly-Supervised Object Detection Yuting Wang Velibor Ilic Jiatong Li B. Kisačanin Vladimir Pavlovic 30 8 0 14 Sep 2023
Disentangling Spatial and Temporal Learning for Efficient Image-to-Video Transfer Learning Zhiwu Qing Shiwei Zhang Ziyuan Huang Yingya Zhang Changxin Gao Deli Zhao Nong Sang 37 18 0 14 Sep 2023
Efficiently Robustify Pre-trained Models Nishant Jain Iit Roorkee Harkirat Singh Behl Vibhav Vineet OOD VLM 31 3 0 14 Sep 2023
Data Augmentation via Subgroup Mixup for Improving Fairness Madeline Navarro Camille Olivia Little Genevera I. Allen Santiago Segarra 34 6 0 13 Sep 2023
Domain-Aware Augmentations for Unsupervised Online General Continual Learning Nicolas Michel Romain Negrel Giovanni Chierchia J. Bercher CLL 27 2 0 13 Sep 2023
$360$^\circ$ from a Single Camera: A Few-Shot Approach for LiDAR Segmentation$ 360 $^\circ$ from a Single Camera: A Few-Shot Approach for LiDAR Segmentation Laurenz Reichardt Nikolas Ebert Oliver Wasenmüller 3DPC 56 10 0 12 Sep 2023
Introspective Deep Metric Learning Cheng-Hao Wang Wenzhao Zheng Zheng Hua Zhu Jie Zhou Jiwen Lu UQCV 40 12 0 11 Sep 2023
Hazards in Deep Learning Testing: Prevalence, Impact and Recommendations Salah Ghamizi Maxime Cordy Yuejun Guo Mike Papadakis And Yves Le Traon 31 1 0 11 Sep 2023
Toward a Deeper Understanding: RetNet Viewed through Convolution Chenghao Li Chaoning Zhang ViT 43 7 0 11 Sep 2023
When to Learn What: Model-Adaptive Data Augmentation Curriculum Chengkai Hou Jieyu Zhang Dinesh Manocha 37 15 0 09 Sep 2023
Unsupervised Object Localization with Representer Point Selection Yeonghwan Song Seokwoo Jang Dina Katabi Jeany Son 3DPC 34 3 0 08 Sep 2023
Representation Synthesis by Probabilistic Many-Valued Logic Operation in Self-Supervised Learning Hiroki Nakamura Masashi Okada T. Taniguchi SSL NAI 36 0 0 08 Sep 2023
Understanding Data Augmentation from a Robustness Perspective Zhendong Liu Jie Zhang Qiangqiang He Chongjun Wang AAML 34 1 0 07 Sep 2023
Enhancing Sample Utilization through Sample Adaptive Augmentation in Semi-Supervised Learning Guan Gui Zhen Zhao Lei Qi Luping Zhou Lei Wang Yinghuan Shi AAML 38 7 0 07 Sep 2023
DropPos: Pre-Training Vision Transformers by Reconstructing Dropped Positions Haochen Wang Junsong Fan Yuxi Wang Kaiyou Song Tong Wang Zhaoxiang Zhang 29 19 0 07 Sep 2023
BroadCAM: Outcome-agnostic Class Activation Mapping for Small-scale Weakly Supervised Applications Jiatai Lin Guoqiang Han Xuemiao Xu C. Liang T. Wong C. L. P. Chen Zaiyi Liu Chu Han VLM 39 1 0 07 Sep 2023
Towards Robust Natural-Looking Mammography Lesion Synthesis on Ipsilateral Dual-Views Breast Cancer Analysis Thanh-Huy Nguyen Q. Kha Thai Ngoc Toan Truong Ba Thinh Lam Ba-Hung Ngo Quang Vinh Dinh N. Le 16 13 0 07 Sep 2023
Fast FixMatch: Faster Semi-Supervised Learning with Curriculum Batch Size John Chen Chen Dun Anastasios Kyrillidis 23 2 0 07 Sep 2023
ViewMix: Augmentation for Robust Representation in Self-Supervised Learning A. Das Xin Zhong SSL 35 0 0 06 Sep 2023
Dual Adversarial Alignment for Realistic Support-Query Shift Few-shot Learning Siyang Jiang Rui Fang Hsi-Wen Chen Wei Ding Ming-Syan Chen 21 1 0 05 Sep 2023
Interdisciplinary Fairness in Imbalanced Research Proposal Topic Inference: A Hierarchical Transformer-based Method with Selective Interpolation Meng Xiao Min-Ying Wu Ziyue Qiao Yanjie Fu Zhiyuan Ning Yi Du Yuanchun Zhou 43 8 0 04 Sep 2023
Large Separable Kernel Attention: Rethinking the Large Kernel Attention Design in CNN Kin Wai Lau L. Po Yasar Abbas Ur Rehman VLM 32 204 0 04 Sep 2023
DAT++: Spatially Dynamic Vision Transformer with Deformable Attention Zhuofan Xia Xuran Pan Shiji Song Li Erran Li Gao Huang ViT 42 25 0 04 Sep 2023
Boosting Weakly-Supervised Image Segmentation via Representation, Transform, and Compensator Chunyan Wang Dong Zhang Rui Yan 16 1 0 02 Sep 2023
Fine-grained Recognition with Learnable Semantic Data Augmentation Yifan Pu Yizeng Han Yulin Wang Junlan Feng Chao Deng Gao Huang 40 27 0 01 Sep 2023
IIDM: Inter and Intra-domain Mixing for Semi-supervised Domain Adaptation in Semantic Segmentation Weifu Fu Qiang Nie Jialin Li Yu-Hsiang Lin Kai Wu Jian Li Yabiao Wang Yang Liu Chengjie Wang 19 1 0 30 Aug 2023
Detect, Augment, Compose, and Adapt: Four Steps for Unsupervised Domain Adaptation in Object Detection M. L. Mekhalfi Davide Boscaini Fabio Poiesi 38 6 0 29 Aug 2023
Classification robustness to common optical aberrations Patrick Müller Alexander Braun Margret Keuper 33 10 0 29 Aug 2023
Mixup-Augmented Meta-Learning for Sample-Efficient Fine-Tuning of Protein Simulators Jingbang Chen Yian Wang Xingwei Qu Shuangjia Zheng Yao-Chun Yang Hao Dong Jie Fu 35 0 0 29 Aug 2023
A Comprehensive Augmentation Framework for Anomaly Detection Jianghang Lin Yaping Yan 16 8 0 29 Aug 2023
RobustCLEVR: A Benchmark and Framework for Evaluating Robustness in Object-centric Learning Nathan G. Drenkow Mathias Unberath 41 5 0 28 Aug 2023
When hard negative sampling meets supervised contrastive learning Zijun Long George Killick R. McCreadie Gerardo Aragon Camarasa Zaiqiao Meng SSL 28 3 0 28 Aug 2023
Compositional Semantic Mix for Domain Adaptation in Point Cloud Segmentation Cristiano Saltori Fabio Galasso G. Fiameni N. Sebe Fabio Poiesi Elisa Ricci 3DPC 44 19 0 28 Aug 2023
LatentDR: Improving Model Generalization Through Sample-Aware Latent Degradation and Restoration Ran Liu Sahil Khose Jingyun Xiao Lakshmi Sathidevi Keerthan Ramnath Z. Kira Eva L. Dyer 43 3 0 28 Aug 2023
Semi-Supervised Learning for Visual Bird's Eye View Semantic Segmentation Junyu Zhu Lina Liu Yu Tang Feng Wen Wanlong Li Yong Liu 42 4 0 28 Aug 2023
Semi-Supervised Semantic Depth Estimation using Symbiotic Transformer and NearFarMix Augmentation Md Awsafur Rahman S. Fattah ViT MDE 30 1 0 28 Aug 2023
Self-Supervision for Tackling Unsupervised Anomaly Detection: Pitfalls and Opportunities Leman Akoglu Jaemin Yoo 46 1 0 28 Aug 2023
Online Continual Learning on Hierarchical Label Expansion Byung Hyun Lee Ok-Cheol Jung Jonghyun Choi S. Chun CLL 41 8 0 28 Aug 2023
Semi-Supervised Semantic Segmentation via Marginal Contextual Information Moshe Kimhi Shai Kimhi Evgenii Zheltonozhskii Or Litany Chaim Baskin 32 10 0 26 Aug 2023
Linear Oscillation: A Novel Activation Function for Vision Transformer Juyoung Yun LLMSV 21 0 0 25 Aug 2023
CS-Mixer: A Cross-Scale Vision MLP Model with Spatial-Channel Mixing Jianwei Cui David A. Araujo Suman Saha Md Faisal Kabir BDL 40 0 0 25 Aug 2023
A Re-Parameterized Vision Transformer (ReVT) for Domain-Generalized Semantic Segmentation Jan-Aike Termöhlen Tim Bartels Tim Fingscheidt ViT 34 6 0 25 Aug 2023