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
Towards Modality-agnostic Label-efficient Segmentation with Entropy-Regularized Distribution Alignment Liyao Tang Zhe Chen Shanshan Zhao Chaoyue Wang Dacheng Tao 32 0 0 29 Aug 2024
SAU: A Dual-Branch Network to Enhance Long-Tailed Recognition via Generative Models Guangxi Li Yinsheng Song Mingkai Zheng 41 0 0 29 Aug 2024
NimbleD: Enhancing Self-supervised Monocular Depth Estimation with Pseudo-labels and Large-scale Video Pre-training Albert Luginov Muhammad Shahzad SSL MDE 40 1 0 26 Aug 2024
GenFormer -- Generated Images are All You Need to Improve Robustness of Transformers on Small Datasets Sven Oehri Nikolas Ebert Ahmed Abdullah Didier Stricker Oliver Wasenmüller ViT 28 5 0 26 Aug 2024
Optimal Layer Selection for Latent Data Augmentation Tomoumi Takase Ryo Karakida 47 1 0 24 Aug 2024
Representation Norm Amplification for Out-of-Distribution Detection in Long-Tail Learning Dong Geun Shin Hye Won Chung OODD 35 0 0 20 Aug 2024
Heavy Labels Out! Dataset Distillation with Label Space Lightening Ruonan Yu Songhua Liu Zigeng Chen Jingwen Ye Xinchao Wang DD 45 1 0 15 Aug 2024
TabularBench: Benchmarking Adversarial Robustness for Tabular Deep Learning in Real-world Use-cases Thibault Simonetto Salah Ghamizi Maxime Cordy AAML OOD ELM 48 0 0 14 Aug 2024
All-around Neural Collapse for Imbalanced Classification Enhao Zhang Chaohua Li Chuanxing Geng Songcan Chen AI4CE 36 1 0 14 Aug 2024
ED $^4$ : Explicit Data-level Debiasing for Deepfake Detection Jikang Cheng Ying Zhang Qin Zou Zhiyuan Yan Chao Liang Zhongyuan Wang Chen Li AAML 36 3 0 13 Aug 2024
Long-Tailed Out-of-Distribution Detection: Prioritizing Attention to Tail Yina He Lei Peng Yongcun Zhang Juanjuan Weng Zhiming Luo Shaozi Li OODD 42 0 0 13 Aug 2024
Diffuse-UDA: Addressing Unsupervised Domain Adaptation in Medical Image Segmentation with Appearance and Structure Aligned Diffusion Models Haifan Gong Yitao Wang Yihan Wang Jiashun Xiao Xiang Wan Haofeng Li MedIm 41 2 0 12 Aug 2024
Generalizing Few Data to Unseen Domains Flexibly Based on Label Smoothing Integrated with Distributionally Robust Optimization Yangdi Wang Zhi-Hai Zhang Su Xiu Xu Wenming Guo 28 0 0 09 Aug 2024
ADD 2023: Towards Audio Deepfake Detection and Analysis in the Wild Jiangyan Yi Chu Yuan Zhang Jianhua Tao Chenglong Wang Xinrui Yan Yong Ren Hao Gu Junzuo Zhou 52 1 0 09 Aug 2024
HiLo: A Learning Framework for Generalized Category Discovery Robust to Domain Shifts Hongjun Wang S. Vaze Kai Han 74 4 0 08 Aug 2024
PushPull-Net: Inhibition-driven ResNet robust to image corruptions Guru Swaroop Bennabhaktula Enrique Alegre N. Strisciuglio George Azzopardi 20 1 0 07 Aug 2024
Diverse Generation while Maintaining Semantic Coordination: A Diffusion-Based Data Augmentation Method for Object Detection Sen Nie Zhuo Wang Xinxin Wang Kun He DiffM 70 0 0 06 Aug 2024
Low-Cost Self-Ensembles Based on Multi-Branch Transformation and Grouped Convolution Hojung Lee Jong-Seok Lee 3DV 43 1 0 05 Aug 2024
Network Fission Ensembles for Low-Cost Self-Ensembles Hojung Lee Jong-Seok Lee UQCV 61 0 0 05 Aug 2024
Masked Angle-Aware Autoencoder for Remote Sensing Images Zhihao Li B. Hou Siteng Ma Zitong Wu Xianpeng Guo Bo Ren Licheng Jiao 49 11 0 04 Aug 2024
Privacy-Preserving Split Learning with Vision Transformers using Patch-Wise Random and Noisy CutMix Yang Jin Sihun Baek Lei Zhang Hyelin Nam Praneeth Vepakomma Ramesh Raskar Mehdi Bennis Seong-Lyun Kim 36 2 0 02 Aug 2024
Scaling Backwards: Minimal Synthetic Pre-training? Ryo Nakamura Ryu Tadokoro Ryosuke Yamada Tim Puhlfürß Iro Laina Christian Rupprecht Walid Maalej Rio Yokota Hirokatsu Kataoka DD 22 2 0 01 Aug 2024
A Systematic Review on Long-Tailed Learning Chongsheng Zhang G. Almpanidis Gaojuan Fan Binquan Deng Yanbo Zhang Ji Liu Aouaidjia Kamel Paolo Soda Joao Gama 29 7 0 01 Aug 2024
A Simple Background Augmentation Method for Object Detection with Diffusion Model Yuhang Li Jun Gao Chen Chen Yue Zhang Jielei Zhang DiffM 43 5 0 01 Aug 2024
DECIDER: Leveraging Foundation Model Priors for Improved Model Failure Detection and Explanation Rakshith Subramanyam Kowshik Thopalli V. Narayanaswamy Jayaraman J.Thiagarajan 29 2 0 01 Aug 2024
Adaptive Mix for Semi-Supervised Medical Image Segmentation Zhiqiang Shen Peng Cao Junming Su Jinzhu Yang Osmar R. Zaiane 51 0 0 31 Jul 2024
Background Semantics Matter: Cross-Task Feature Exchange Network for Clustered Infrared Small Target Detection With Sky-Annotated Dataset Yimian Dai Mengxuan Xiao Yiming Zhu Huan Wang Kehua Guo Jian Yang ObjD 43 8 0 29 Jul 2024
Depth-Wise Convolutions in Vision Transformers for Efficient Training on Small Datasets Tianxiao Zhang Wenju Xu Bo Luo Guanghui Wang ViT MDE 40 7 0 28 Jul 2024
VACoDe: Visual Augmented Contrastive Decoding Sihyeon Kim Boryeong Cho Sangmin Bae Sumyeong Ahn SeYoung Yun 36 3 0 26 Jul 2024
Deep Companion Learning: Enhancing Generalization Through Historical Consistency Ruizhao Zhu Venkatesh Saligrama FedML 40 0 0 26 Jul 2024
Chameleon: Images Are What You Need For Multimodal Learning Robust To Missing Modalities Muhammad Irzam Liaqat Shah Nawaz Muhammad Zaigham Zaheer M. S. Saeed Hassan Sajjad Tom De Schepper Karthik Nandakumar Muhammad Haris Khan 21 1 0 23 Jul 2024
SIGMA:Sinkhorn-Guided Masked Video Modeling Mohammadreza Salehi Michael Dorkenwald Fida Mohammad Thoker E. Gavves Cees G. M. Snoek Yuki M. Asano 55 3 0 22 Jul 2024
Improving EEG Classification Through Randomly Reassembling Original and Generated Data with Transformer-based Diffusion Models Mingzhi Chen Yiyu Gui Yuqi Su Yuesheng Zhu Guibo Luo Yuchao Yang DiffM MedIm 21 0 0 20 Jul 2024
MetaAug: Meta-Data Augmentation for Post-Training Quantization Cuong Pham Hoang Anh Dung Cuong C. Nguyen Trung Le Dinh Q. Phung Gustavo Carneiro Thanh-Toan Do MQ 44 0 0 20 Jul 2024
Controllable and Efficient Multi-Class Pathology Nuclei Data Augmentation using Text-Conditioned Diffusion Models Hyunwoo Oh Won-Ki Jeong MedIm 39 3 0 19 Jul 2024
Temporal Representation Learning for Stock Similarities and Its Applications in Investment Management Yoon-Jeong Hwang Stefan Zohren Yongjae Lee AIFin 38 1 0 18 Jul 2024
Pose-guided multi-task video transformer for driver action recognition Ricardo Pizarro Roberto Valle L. Bergasa J. M. Buenaposada Luis Baumela ViT 40 0 0 18 Jul 2024
Aligning Sight and Sound: Advanced Sound Source Localization Through Audio-Visual Alignment Arda Senocak H. Ryu Junsik Kim Tae-Hyun Oh Hanspeter Pfister Joon Son Chung 38 3 0 18 Jul 2024
Beyond Augmentation: Empowering Model Robustness under Extreme Capture Environments Yunpeng Gong Yongjie Hou Chuangliang Zhang Min Jiang 51 8 0 18 Jul 2024
CycleMix: Mixing Source Domains for Domain Generalization in Style-Dependent Data Aristotelis Ballas Christos Diou OOD 46 0 0 18 Jul 2024
Universal Facial Encoding of Codec Avatars from VR Headsets Shaojie Bai Tenia Wang Chenghui Li Akshay Venkatesh Tomas Simon ... Gabriel Schwartz Ryan Wrench Jason M. Saragih Yaser Sheikh S. Wei 3DH 35 6 0 17 Jul 2024
Weighting Pseudo-Labels via High-Activation Feature Index Similarity and Object Detection for Semi-Supervised Segmentation Prantik Howlader Hieu M. Le Dimitris Samaras 43 1 0 17 Jul 2024
FETCH: A Memory-Efficient Replay Approach for Continual Learning in Image Classification Markus Weißflog P. Protzel Peer Neubert 31 1 0 17 Jul 2024
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition Jiahang Zhang Lilang Lin Jiaying Liu 36 5 0 17 Jul 2024
TCFormer: Visual Recognition via Token Clustering Transformer Wang Zeng Sheng Jin Lumin Xu Wentao Liu Chao Qian Wanli Ouyang Ping Luo Xiaogang Wang 35 3 0 16 Jul 2024
DataDream: Few-shot Guided Dataset Generation Jae Myung Kim Jessica Bader Stephan Alaniz Cordelia Schmid Zeynep Akata 39 5 0 15 Jul 2024
Augmented Neural Fine-Tuning for Efficient Backdoor Purification Nazmul Karim Abdullah Al Arafat Umar Khalid Zhishan Guo Nazanin Rahnavard AAML 40 0 0 14 Jul 2024
Segmenting Medical Images with Limited Data Zhaoshan Liua Qiujie Lv Chau Hung Lee L. Shen 59 11 0 12 Jul 2024
How to beat a Bayesian adversary Zihan Ding Kexin Jin J. Latz Chenguang Liu AAML BDL 46 0 0 11 Jul 2024
Enriching Information and Preserving Semantic Consistency in Expanding Curvilinear Object Segmentation Datasets Qin Lei Jiang Zhong Qizhu Dai DiffM 53 2 0 11 Jul 2024