mixup: Beyond Empirical Risk Minimization

25 October 2017

Papers citing "mixup: Beyond Empirical Risk Minimization"

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Title
CLASS-M: Adaptive stain separation-based contrastive learning with pseudo-labeling for histopathological image classification Bodong Zhang Hamid Manoochehri M. M. Ho Fahimeh Fooladgar Yosep Chong Beatrice Knudsen Deepika Sirohi Tolga Tasdizen 45 4 0 12 Dec 2023
4M: Massively Multimodal Masked Modeling David Mizrahi Roman Bachmann Ouguzhan Fatih Kar Teresa Yeo Mingfei Gao Afshin Dehghan Amir Zamir MLLM 55 64 0 11 Dec 2023
CSOT: Curriculum and Structure-Aware Optimal Transport for Learning with Noisy Labels Wanxing Chang Ye-ling Shi Jingya Wang OT 43 12 0 11 Dec 2023
An Ambiguity Measure for Recognizing the Unknowns in Deep Learning Roozbeh Yousefzadeh AAML UQCV 33 0 0 11 Dec 2023
Fusing Multiple Algorithms for Heterogeneous Online Learning D. Gadginmath Shivanshu Tripathi Fabio Pasqualetti FedML 26 1 0 09 Dec 2023
Cross Domain Generative Augmentation: Domain Generalization with Latent Diffusion Models S. Hemati Mahdi Beitollahi A. Estiri Bassel Al Omari Xi Chen Guojun Zhang 27 6 0 08 Dec 2023
Bridging Synthetic and Real Worlds for Pre-training Scene Text Detectors Tongkun Guan Wei Shen Xuehang Yang Xuehui Wang Xiaokang Yang 59 7 0 08 Dec 2023
SA-Attack: Improving Adversarial Transferability of Vision-Language Pre-training Models via Self-Augmentation Bangyan He Xiaojun Jia Siyuan Liang Tianrui Lou Yang Liu Xiaochun Cao AAML VLM 36 23 0 08 Dec 2023
MIMIR: Masked Image Modeling for Mutual Information-based Adversarial Robustness Xiaoyun Xu Shujian Yu Jingzheng Wu S. Picek AAML 40 0 0 08 Dec 2023
Multiview Aerial Visual Recognition (MAVREC): Can Multi-view Improve Aerial Visual Perception? A. Dutta Srijan Das Jacob Nielsen Rajatsubhra Chakraborty Mubarak Shah 40 9 0 07 Dec 2023
Understanding the Detrimental Class-level Effects of Data Augmentation Polina Kirichenko Mark Ibrahim Randall Balestriero Diane Bouchacourt Ramakrishna Vedantam Hamed Firooz Andrew Gordon Wilson 47 12 0 07 Dec 2023
MoSA: Mixture of Sparse Adapters for Visual Efficient Tuning Qizhe Zhang Bocheng Zou Ruichuan An Jiaming Liu Shanghang Zhang MoE 29 2 0 05 Dec 2023
MIMONets: Multiple-Input-Multiple-Output Neural Networks Exploiting Computation in Superposition Nicolas Menet Michael Hersche G. Karunaratne Luca Benini Abu Sebastian Abbas Rahimi 43 13 0 05 Dec 2023
GeNIe: Generative Hard Negative Images Through Diffusion Soroush Abbasi Koohpayegani Anuj Singh K. Navaneet Hadi Jamali Rad Hamed Pirsiavash VLM DiffM 49 4 0 05 Dec 2023
Simplifying Neural Network Training Under Class Imbalance Ravid Shwartz-Ziv Micah Goldblum Yucen Lily Li C. Bayan Bruss Andrew Gordon Wilson 39 14 0 05 Dec 2023
Guarding Barlow Twins Against Overfitting with Mixed Samples W. G. C. Bandara C. D. Melo Vishal M. Patel SSL 42 11 0 04 Dec 2023
Tackling Bias in Pre-trained Language Models: Current Trends and Under-represented Societies Vithya Yogarajan Gillian Dobbie Te Taka Keegan R. Neuwirth ALM 54 11 0 03 Dec 2023
MABViT -- Modified Attention Block Enhances Vision Transformers Mahesh Ramesh Aswinkumar Ramkumar 19 3 0 03 Dec 2023
SASSL: Enhancing Self-Supervised Learning via Neural Style Transfer Renan A. Rojas-Gomez Karan Singhal Ali Etemad Alex Bijamov Warren Morningstar Philip Mansfield 32 1 0 02 Dec 2023
Rethinking Multiple Instance Learning for Whole Slide Image Classification: A Bag-Level Classifier is a Good Instance-Level Teacher Hongyi Wang Luyang Luo Fang Wang Ruofeng Tong Yen-Wei Chen Hongjie Hu Lanfen Lin Hao Chen VLM 38 4 0 02 Dec 2023
Removing Biases from Molecular Representations via Information Maximization Chenyu Wang Sharut Gupta Caroline Uhler Tommi Jaakkola 34 4 0 01 Dec 2023
A Unified Framework for Connecting Noise Modeling to Boost Noise Detection Siqi Wang Chau Pham Bryan A. Plummer NoLa 44 0 0 30 Nov 2023
CAST: Cross-Attention in Space and Time for Video Action Recognition Dongho Lee Jongseo Lee Jinwoo Choi EgoV 40 12 0 30 Nov 2023
Initializing Models with Larger Ones Zhiqiu Xu Yanjie Chen Kirill Vishniakov Yida Yin Zhiqiang Shen Trevor Darrell Lingjie Liu Zhuang Liu 48 17 0 30 Nov 2023
Seg2Reg: Differentiable 2D Segmentation to 1D Regression Rendering for 360 Room Layout Reconstruction Cheng Sun Wei-En Tai Yu-Lin Shih Kuan-Wei Chen Yong-Jing Syu Kent Selwyn The Yu-Chiang Frank Wang Hwann-Tzong Chen 3DV 38 2 0 30 Nov 2023
DifAugGAN: A Practical Diffusion-style Data Augmentation for GAN-based Single Image Super-resolution Axi Niu Kang Zhang Joshua Tian Jin Tee T. Pham Jinqiu Sun Chang D. Yoo In So Kweon Yanning Zhang DiffM 51 1 0 30 Nov 2023
Improving Adversarial Transferability via Model Alignment A. Ma Amir-massoud Farahmand Yangchen Pan Philip Torr Jindong Gu AAML 36 5 0 30 Nov 2023
Corrupting Convolution-based Unlearnable Datasets with Pixel-based Image Transformations Xianlong Wang Shengshan Hu Minghui Li Zhifei Yu Ziqi Zhou Leo Yu Zhang AAML 34 0 0 30 Nov 2023
Learning Robust Precipitation Forecaster by Temporal Frame Interpolation Lu Han Xu-Yang Chen Han-Jia Ye De-Chuan Zhan 50 0 0 30 Nov 2023
Slot-Mixup with Subsampling: A Simple Regularization for WSI Classification Seongho Keum Sanghyun Kim Soojeong Lee Juho Lee 50 2 0 29 Nov 2023
Enhancing the Performance of Neural Networks Through Causal Discovery and Integration of Domain Knowledge Xiaoge Zhang Xiao-Lin Wang Fenglei Fan Yiu-ming Cheung Indranil Bose 38 1 0 29 Nov 2023
TransNeXt: Robust Foveal Visual Perception for Vision Transformers Dai Shi ViT 23 77 0 28 Nov 2023
Text2Tree: Aligning Text Representation to the Label Tree Hierarchy for Imbalanced Medical Classification Jiahuan Yan Haojun Gao Zhang Kai Weize Liu Danny Chen Jian Wu Jintai Chen 26 3 0 28 Nov 2023
Efficient Key-Based Adversarial Defense for ImageNet by Using Pre-trained Model AprilPyone Maungmaung Isao Echizen Hitoshi Kiya VLM AAML 35 0 0 28 Nov 2023
Rethinking Mixup for Improving the Adversarial Transferability Xiaosen Wang Zeyuan Yin AAML 30 2 0 28 Nov 2023
ViT-Lens: Towards Omni-modal Representations Weixian Lei Yixiao Ge Kun Yi Jianfeng Zhang Difei Gao Dylan Sun Yuying Ge Ying Shan Mike Zheng Shou 21 18 0 27 Nov 2023
Video Anomaly Detection via Spatio-Temporal Pseudo-Anomaly Generation : A Unified Approach Ayush K. Rai Tarun Krishna Feiyan Hu Alexandru Drimbarean Kevin McGuinness Alan F. Smeaton Noel E. O'Connor 50 1 0 27 Nov 2023
Relationship between Model Compression and Adversarial Robustness: A Review of Current Evidence Svetlana Pavlitska Hannes Grolig J. Marius Zöllner AAML 27 3 0 27 Nov 2023
An Ensemble of 2.5D ResUnet Based Models for Segmentation for Kidney and Masses Cancan Chen Rongguo Zhang 22 0 0 27 Nov 2023
SCStory: Self-supervised and Continual Online Story Discovery Susik Yoon Yu Meng Dongha Lee Jiawei Han CLL 46 8 0 27 Nov 2023
SpliceMix: A Cross-scale and Semantic Blending Augmentation Strategy for Multi-label Image Classification Lei Wang Yibing Zhan Leilei Ma Dapeng Tao Liang Ding Chen Gong 36 1 0 26 Nov 2023
Advancing Vision Transformers with Group-Mix Attention Chongjian Ge Xiaohan Ding Zhan Tong Li Yuan Jiangliu Wang Yibing Song Ping Luo 112 16 0 26 Nov 2023
RandMSAugment: A Mixed-Sample Augmentation for Limited-Data Scenarios Swarna Kamlam Ravindran Carlo Tomasi 39 0 0 25 Nov 2023
Elucidating and Overcoming the Challenges of Label Noise in Supervised Contrastive Learning Zijun Long George Killick Lipeng Zhuang R. McCreadie Gerardo Aragon Camarasa Paul Henderson 33 5 0 25 Nov 2023
Maximizing Discrimination Capability of Knowledge Distillation with Energy Function Seonghak Kim Gyeongdo Ham Suin Lee Donggon Jang Daeshik Kim 39 4 0 24 Nov 2023
MedISure: Towards Assuring Machine Learning-based Medical Image Classifiers using Mixup Boundary Analysis Adam Byfield William Poulett Ben Wallace Anusha Jose Shatakshi Tyagi Smita Shembekar Adnan Qayyum Junaid Qadir Muhammad Bilal 11 0 0 23 Nov 2023
Parameter Exchange for Robust Dynamic Domain Generalization Luojun Lin Zhifeng Shen Zhishu Sun Yuanlong Yu Lei Zhang Weijie Chen OOD 38 6 0 23 Nov 2023
Robustness-Reinforced Knowledge Distillation with Correlation Distance and Network Pruning Seonghak Kim Gyeongdo Ham Yucheol Cho Daeshik Kim 35 3 0 23 Nov 2023
DiverseNet: Decision Diversified Semi-supervised Semantic Segmentation Networks for Remote Sensing Imagery Wanli Ma Oktay Karakuş Paul L. Rosin 31 1 0 22 Nov 2023
A Somewhat Robust Image Watermark against Diffusion-based Editing Models Mingtian Tan Tianhao Wang Somesh Jha WIGM 34 3 0 22 Nov 2023