mixup: Beyond Empirical Risk Minimization

25 October 2017

Papers citing "mixup: Beyond Empirical Risk Minimization"

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Title
Predicting Cardiopulmonary Exercise Testing Outcomes in Congenital Heart Disease Through Multi-modal Data Integration and Geometric Learning Muhammet Alkan G. Veldtman F. Deligianni 55 0 0 18 Mar 2025
Striving for Simplicity: Simple Yet Effective Prior-Aware Pseudo-Labeling for Semi-Supervised Ultrasound Image Segmentation Yaxiong Chen Yujie Wang Zixuan Zheng Jingliang Hu Yilei Shi Shengwu Xiong Xiao Xiang Zhu Lichao Mou 56 0 0 18 Mar 2025
MonoCT: Overcoming Monocular 3D Detection Domain Shift with Consistent Teacher Models Johannes Meier Louis Inchingolo Oussema Dhaouadi Yan Xia Jacques Kaiser Daniel Cremers 65 0 0 17 Mar 2025
Gradient Extrapolation for Debiased Representation Learning Ihab Asaad M. Shadaydeh Joachim Denzler 43 0 0 17 Mar 2025
Exploring Performance-Complexity Trade-Offs in Sound Event Detection T. Morocutti Florian Schmid Jonathan Greif Francesco Foscarin Gerhard Widmer 43 0 0 14 Mar 2025
AugGen: Synthetic Augmentation Can Improve Discriminative Models Parsa Rahimi Damien Teney S´ebastien Marcel 69 0 0 14 Mar 2025
Targeted Data Poisoning for Black-Box Audio Datasets Ownership Verification Wassim Bouaziz El-Mahdi El-Mhamdi Nicolas Usunier 56 0 0 13 Mar 2025
Handling Domain Shifts for Anomalous Sound Detection: A Review of DCASE-Related Work Kevin Wilkinghoff Takuya Fujimura Keisuke Imoto Jonathan Le Roux Zheng-Hua Tan T. Toda 56 0 0 13 Mar 2025
Context-guided Responsible Data Augmentation with Diffusion Models Khawar Islam Naveed Akhtar 59 1 0 12 Mar 2025
Robust Asymmetric Heterogeneous Federated Learning with Corrupted Clients Xiuwen Fang Mang Ye Bo Du FedML 79 1 0 12 Mar 2025
ForAug: Recombining Foregrounds and Backgrounds to Improve Vision Transformer Training with Bias Mitigation Tobias Christian Nauen Brian B. Moser Federico Raue Stanislav Frolov Andreas Dengel ViT 60 0 0 12 Mar 2025
PromptGAR: Flexible Promptive Group Activity Recognition Zhangyu Jin Andrew Feng Ankur Chemburkar Celso M. De Melo VLM 49 0 0 11 Mar 2025
i-WiViG: Interpretable Window Vision GNN Ivica Obadic D. Kangin Dario Augusto Borges Oliveira Plamen Angelov Xiao Xiang Zhu 59 0 0 11 Mar 2025
SphOR: A Representation Learning Perspective on Open-set Recognition for Identifying Unknown Classes in Deep Learning Models Nadarasar Bahavan Sachith Seneviratne Saman K. Halgamuge BDL 45 0 0 11 Mar 2025
Structural and Statistical Texture Knowledge Distillation and Learning for Segmentation Deyi Ji Feng Zhao Hongtao Lu Feng Wu Jieping Ye 76 2 0 11 Mar 2025
Trend-Aware Supervision: On Learning Invariance for Semi-Supervised Facial Action Unit Intensity Estimation Yingjie Chen Jiarui Zhang Tao Wang Yun Liang 87 1 0 11 Mar 2025
CATPlan: Loss-based Collision Prediction in End-to-End Autonomous Driving Ziliang Xiong Shipeng Liu Nathaniel Helgesen Joakim Johnander Per-Erik Forssén 64 0 0 10 Mar 2025
Single Domain Generalization with Adversarial Memory Hao Yan Marzi Heidari Yuhong Guo 188 0 0 08 Mar 2025
Shaken, Not Stirred: A Novel Dataset for Visual Understanding of Glasses in Human-Robot Bartending Tasks Lukás Gajdosech Hassan Ali Jan-Gerrit Habekost Martin Madaras Matthias Kerzel Stefan Wermter 79 0 0 06 Mar 2025
Predicting Practically? Domain Generalization for Predictive Analytics in Real-world Environments Hanyu Duan Yi Yang Ahmed Abbasi Kar Yan Tam OOD 97 0 0 05 Mar 2025
Simplicial SMOTE: Oversampling Solution to the Imbalanced Learning Problem Oleg Kachan Andrey Savchenko Gleb Gusev 69 0 0 05 Mar 2025
Knowledge Augmentation in Federation: Rethinking What Collaborative Learning Can Bring Back to Decentralized Data Wentai Wu Ligang He Saiqin Long Ahmed M. Abdelmoniem Yingliang Wu Rui Mao 65 0 0 05 Mar 2025
Semi-Supervised Audio-Visual Video Action Recognition with Audio Source Localization Guided Mixup Seokun Kang Taehwan Kim 42 0 0 04 Mar 2025
Class-Aware PillarMix: Can Mixed Sample Data Augmentation Enhance 3D Object Detection with Radar Point Clouds? Miao Zhang Sherif Abdulatif Benedikt Loesch Marco Altmann Bin Yang 64 0 0 04 Mar 2025
Elliptic Loss Regularization Ali Hasan Haoming Yang Yuting Ng Vahid Tarokh 76 1 0 04 Mar 2025
A General Purpose Spectral Foundational Model for Both Proximal and Remote Sensing Spectral Imaging William Michael Laprade Jesper Cairo Westergaard Svend Christensen Mads Nielsen Anders Bjorholm Dahl 67 0 0 03 Mar 2025
A Generalized Theory of Mixup for Structure-Preserving Synthetic Data Chungpa Lee Jongho Im Joseph H.T. Kim 51 0 0 03 Mar 2025
Wavelet-Driven Masked Image Modeling: A Path to Efficient Visual Representation Wenzhao Xiang Chang Liu Hongyang Yu Xilin Chen 44 0 0 02 Mar 2025
Re-Evaluating the Impact of Unseen-Class Unlabeled Data on Semi-Supervised Learning Model Rundong He Yicong Dong Lanzhe Guo Yilong Yin Tailin Wu 32 0 0 02 Mar 2025
A Unified Framework for Heterogeneous Semi-supervised Learning Marzi Heidari Abdullah Alchihabi Hao Yan Yuhong Guo 37 0 0 01 Mar 2025
Learning to Substitute Components for Compositional Generalization Zechao Li Gangwei Jiang Chenwang Wu Ying Wei Defu Lian Enhong Chen 69 0 0 28 Feb 2025
MIDAS: Mixing Ambiguous Data with Soft Labels for Dynamic Facial Expression Recognition Ryosuke Kawamura Hideaki Hayashi Noriko Takemura Hajime Nagahara CVBM 3DH 67 4 0 28 Feb 2025
Precise Event Spotting in Sports Videos: Solving Long-Range Dependency and Class Imbalance Sanchayan Santra Vishal M. Chudasama Pankaj Wasnik Vineeth N. Balasubramanian AI4TS 41 0 0 28 Feb 2025
JiTTER: Jigsaw Temporal Transformer for Event Reconstruction for Self-Supervised Sound Event Detection Hyeonuk Nam Yong-Hwa Park 48 1 0 28 Feb 2025
OpenEarthSensing: Large-Scale Fine-Grained Benchmark for Open-World Remote Sensing Xiang Xiang Zhuo Xu Yao Deng Qinhao Zhou Yifan Liang Ke Chen Qingfang Zheng Yaowei Wang Xilin Chen Wen Gao VLM 50 0 0 28 Feb 2025
Mixtraining: A Better Trade-Off Between Compute and Performance Zexin Li Jiancheng Zhang Yufei Li Yinglun Zhu Cong Liu 53 0 0 26 Feb 2025
BeamVQ: Beam Search with Vector Quantization to Mitigate Data Scarcity in Physical Spatiotemporal Forecasting Weiyan Wang Xingjian Shi Ruiqi Shu Yuan Gao Rui Chen ... Shuaipeng Li Yangyu Tao Di Wang Hao Wu Xiaomeng Huang 69 0 0 26 Feb 2025
IMPROVE: Iterative Model Pipeline Refinement and Optimization Leveraging LLM Agents Eric Xue Zeyi Huang Yuyang Ji Haohan Wang 86 1 0 25 Feb 2025
Sample Selection via Contrastive Fragmentation for Noisy Label Regression C. Kim Sangwoo Moon Jihwan Moon Dongyeon Woo Gunhee Kim NoLa 61 0 0 25 Feb 2025
MIM-Refiner: A Contrastive Learning Boost from Intermediate Pre-Trained Representations Benedikt Alkin Lukas Miklautz Sepp Hochreiter Johannes Brandstetter VLM 78 8 0 24 Feb 2025
FedBM: Stealing Knowledge from Pre-trained Language Models for Heterogeneous Federated Learning Meilu Zhu Qiushi Yang Zhifan Gao Yixuan Yuan Jun Liu FedML 74 0 0 24 Feb 2025
Mixup Model Merge: Enhancing Model Merging Performance through Randomized Linear Interpolation Yue Zhou Yi-Ju Chang Yuan Wu MoMe 69 2 0 24 Feb 2025
TimeDistill: Efficient Long-Term Time Series Forecasting with MLP via Cross-Architecture Distillation Juntong Ni Zichen Liu Shiyu Wang Ming Jin Wei-dong Jin AI4TS 41 1 0 24 Feb 2025
PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection Xiaoran Xu Jiangang Yang Wenhui Shi Siyuan Ding Luqing Luo Jian Liu 95 1 0 24 Feb 2025
Beyond Fixed Variables: Expanding-variate Time Series Forecasting via Flat Scheme and Spatio-temporal Focal Learning Minbo Ma Kai Tang Huan Li Fei Teng Dalin Zhang Tianrui Li AI4TS 44 0 0 24 Feb 2025
Vision-LSTM: xLSTM as Generic Vision Backbone Benedikt Alkin M. Beck Korbinian Poppel Sepp Hochreiter Johannes Brandstetter VLM 69 44 0 24 Feb 2025
Steganographic Embeddings as an Effective Data Augmentation Nicholas DiSalvo 70 0 0 24 Feb 2025
Balanced Representation Learning for Long-tailed Skeleton-based Action Recognition Hongda Liu Yunlong Wang Min Ren Junxing Hu Zhengquan Luo Guangqi Hou Zhe Sun 55 0 0 24 Feb 2025
Patch Stitching Data Augmentation for Cancer Classification in Pathology Images Jiamu Wang Chang-Su Kim Jin Tae Kwak MedIm 37 1 0 22 Feb 2025
Single Domain Generalization with Model-aware Parametric Batch-wise Mixup Marzi Heidari Yuhong Guo 44 0 0 22 Feb 2025