mixup: Beyond Empirical Risk Minimization

25 October 2017

Papers citing "mixup: Beyond Empirical Risk Minimization"

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Title
Contrastive Learning with Synthetic Positives Dewen Zeng Yawen Wu Xinrong Hu Xiaowei Xu Yiyu Shi SyDa SSL 54 1 0 30 Aug 2024
Tex-ViT: A Generalizable, Robust, Texture-based dual-branch cross-attention deepfake detector Deepak Dagar Dinesh Kumar Vishwakarma ViT 40 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
Towards reliable respiratory disease diagnosis based on cough sounds and vision transformers Qian Wang Zhaoyang Bu Jiaxuan Mao Wenyu Zhu Jingya Zhao Wei Du Guochao Shi Min Zhou Si Chen Jieming Qu MedIm 39 0 0 28 Aug 2024
Leveraging Self-supervised Audio Representations for Data-Efficient Acoustic Scene Classification Yiqiang Cai Shengchen Li Xi Shao 30 3 0 27 Aug 2024
Diffusion based Semantic Outlier Generation via Nuisance Awareness for Out-of-Distribution Detection Suhee Yoon Sanghyu Yoon Hankook Lee Ye Seul Sim Sungik Choi Kyungeun Lee Hye-Seung Cho Woohyung Lim 33 0 0 27 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 26 5 0 26 Aug 2024
HABD: a houma alliance book ancient handwritten character recognition database Xiaoyu Yuan Xiaohua Huang Zibo Zhang Yabo Sun 16 0 0 26 Aug 2024
SONICS: Synthetic Or Not -- Identifying Counterfeit Songs Md Awsafur Rahman Zaber Ibn Abdul Hakim Najibul Haque Sarker Bishmoy Paul S. Fattah 40 7 0 26 Aug 2024
Wav2Small: Distilling Wav2Vec2 to 72K parameters for Low-Resource Speech emotion recognition Dionyssos Kounadis-Bastian Oliver Schrufer Anna Derington H. Wierstorf F. Eyben Felix Burkhardt Björn Schuller 29 1 0 25 Aug 2024
Optimal Layer Selection for Latent Data Augmentation Tomoumi Takase Ryo Karakida 39 1 0 24 Aug 2024
SeA: Semantic Adversarial Augmentation for Last Layer Features from Unsupervised Representation Learning Qi Qian Yuanhong Xu Juhua Hu AAML 37 0 0 23 Aug 2024
MergeUp-augmented Semi-Weakly Supervised Learning for WSI Classification Mingxi Ouyang Yuqiu Fu Renao Yan Shanshan Shi Xitong Ling Lianghui Zhu Yonghong He Tian Guan 31 3 0 23 Aug 2024
Class-balanced Open-set Semi-supervised Object Detection for Medical Images Zhanyun Lu Renshu Gu Huimin Cheng Siyu Pang Mingyu Xu ... Yaqi Wang Yuichiro Kinoshita Juan Ye Gangyong Jia Qing Wu 37 0 0 22 Aug 2024
ReorderBench: A Benchmark for Matrix Reordering Jiangning Zhu Zheng Wang Zhiyang Shen Lai Wei Fengyuan Tian Mengchen Liu Shixia Liu 30 0 0 22 Aug 2024
CARLA Drone: Monocular 3D Object Detection from a Different Perspective Johannes Meier Luca Scalerandi Oussema Dhaouadi Jacques Kaiser Nikita Araslanov Daniel Cremers 46 2 0 21 Aug 2024
Automatic Dataset Construction (ADC): Sample Collection, Data Curation, and Beyond Minghao Liu Zonglin Di Jiaheng Wei Zhongruo Wang Hengxiang Zhang ... Haobo Wang Lei Feng Jindong Wang James Davis Yang Liu 42 4 0 21 Aug 2024
A Closer Look at Data Augmentation Strategies for Finetuning-Based Low/Few-Shot Object Detection Vladislav Li Georgios Tsoumplekas Ilias Siniosoglou Vasileios Argyriou A. Lytos Eleftherios Fountoukidis Panagiotis G. Sarigiannidis 31 1 0 20 Aug 2024
Universal Novelty Detection Through Adaptive Contrastive Learning Hossein Mirzaei Mojtaba Nafez Mohammad Jafari Mohammad Bagher Soltani Mohammad Azizmalayeri Jafar Habibi Mohammad Sabokrou M. Rohban 26 4 0 20 Aug 2024
CLIPCleaner: Cleaning Noisy Labels with CLIP Chen Feng Georgios Tzimiropoulos Ioannis Patras VLM 32 1 0 19 Aug 2024
SZU-AFS Antispoofing System for the ASVspoof 5 Challenge Yuxiong Xu Jiafeng Zhong Sengui Zheng Zefeng Liu Bin Li 37 2 0 19 Aug 2024
Towards Few-Shot Learning in the Open World: A Review and Beyond Hui Xue Yuexuan An Yongchun Qin Wenqian Li Yixin Wu Yongjuan Che Pengfei Fang Minling Zhang OffRL 51 1 0 19 Aug 2024
EEG-SCMM: Soft Contrastive Masked Modeling for Cross-Corpus EEG-Based Emotion Recognition Qile Liu Weishan Ye Yulu Liu Zhen Liang 51 0 0 17 Aug 2024
Deep Generative Classification of Blood Cell Morphology Simon Deltadahl J. Gilbey C. V. Laer Nancy Boeckx M. Leers ... Nicholas S. Gleadall Carola-Bibiane Schönlieb S. Sivapalaratnam Michael Roberts P. Nachev DiffM MedIm 36 0 0 16 Aug 2024
MAT-SED: A Masked Audio Transformer with Masked-Reconstruction Based Pre-training for Sound Event Detection Pengfei Cai Yan Song Kang Li Haoyu Song Ian Mcloughlin 31 5 0 16 Aug 2024
Predictive uncertainty estimation in deep learning for lung carcinoma classification in digital pathology under real dataset shifts A. Fayjie Jutika Borah F. Carbone Jan Tack Patrick Vandewalle OOD UQCV 33 2 0 15 Aug 2024
Heavy Labels Out! Dataset Distillation with Label Space Lightening Ruonan Yu Songhua Liu Zigeng Chen Jingwen Ye Xinchao Wang DD 37 1 0 15 Aug 2024
Unsupervised Variational Translator for Bridging Image Restoration and High-Level Vision Tasks Jiawei Wu Zhi Jin 34 0 0 15 Aug 2024
Out-of-Distribution Learning with Human Feedback Haoyue Bai Xuefeng Du Katie Rainey Shibin Parameswaran Yixuan Li OODD 26 3 0 14 Aug 2024
All-around Neural Collapse for Imbalanced Classification Enhao Zhang Chaohua Li Chuanxing Geng Songcan Chen AI4CE 31 1 0 14 Aug 2024
A Review of Pseudo-Labeling for Computer Vision Patrick Kage Jay C. Rothenberger Pavlos Andreadis Dimitrios I. Diochnos VLM 34 3 0 13 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 28 3 0 13 Aug 2024
Class-aware and Augmentation-free Contrastive Learning from Label Proportion Jialiang Wang Ning Zhang Shimin Di Ruidong Wang Lei Chen 21 0 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 37 0 0 13 Aug 2024
Breaking Class Barriers: Efficient Dataset Distillation via Inter-Class Feature Compensator Xin Zhang Jiawei Du Ping Liu Joey Tianyi Zhou DD 47 2 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 36 2 0 12 Aug 2024
Robust Domain Generalization for Multi-modal Object Recognition Yuxin Qiao Keqin Li Junhong Lin Rong Wei Chufeng Jiang Yang Luo Haoyu Yang VLM 39 26 0 11 Aug 2024
Neural Architecture Search based Global-local Vision Mamba for Palm-Vein Recognition Huafeng Qin Yuming Fu Jing Chen M. El-Yacoubi Xinbo Gao Feng Xi Mamba 42 1 0 11 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 23 0 0 09 Aug 2024
Model Debiasing by Learnable Data Augmentation Pietro Morerio R. Ragonesi Vittorio Murino 41 0 0 09 Aug 2024
Performance Metric for Multiple Anomaly Score Distributions with Discrete Severity Levels Wonjun Yi Yong-Hwa Park Wonho Jung 20 0 0 09 Aug 2024
Ensemble everything everywhere: Multi-scale aggregation for adversarial robustness Stanislav Fort Balaji Lakshminarayanan OOD AAML 34 4 0 08 Aug 2024
Image-Feature Weak-to-Strong Consistency: An Enhanced Paradigm for Semi-Supervised Learning Zhiyu Wu Jinshi Cui 27 0 0 08 Aug 2024
Tackling Noisy Clients in Federated Learning with End-to-end Label Correction Xuefeng Jiang Sheng Sun Jia Li Jingjing Xue Runhan Li Zhiyuan Wu Gang Xu Yuwei Wang Min Liu FedML 30 10 0 08 Aug 2024
Cross-View Meets Diffusion: Aerial Image Synthesis with Geometry and Text Guidance Ahmad Arrabi Xiaohan Zhang Waqas Sultani Cheng Chen S. Wshah DiffM 29 2 0 08 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
MLC-GCN: Multi-Level Generated Connectome Based GCN for AD Analysis Wenqi Zhu Yinghua Fu Ze Wang 28 0 0 06 Aug 2024
Nighttime Pedestrian Detection Based on Fore-Background Contrast Learning He Yao Yongjun Zhang Huachun Jian Li Zhang Ruzhong Cheng 21 8 0 06 Aug 2024
Dual-View Pyramid Pooling in Deep Neural Networks for Improved Medical Image Classification and Confidence Calibration Xiaoqing Zhang Qiushi Nie Zunjie Xiao Jilu Zhao Xiao Wu Pengxin Guo Runzhi Li Jin Liu Yanjie Wei Yi-Lun Pan 36 0 0 06 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 65 0 0 06 Aug 2024