mixup: Beyond Empirical Risk Minimization

25 October 2017

Papers citing "mixup: Beyond Empirical Risk Minimization"

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Title
RepAugment: Input-Agnostic Representation-Level Augmentation for Respiratory Sound Classification June-Woo Kim Miika Toikkanen Sangmin Bae Minseok Kim Ho-Young Jung 38 5 0 05 May 2024
You Only Need Half: Boosting Data Augmentation by Using Partial Content Juntao Hu Yuan Wu 38 1 0 05 May 2024
Quantifying Distribution Shifts and Uncertainties for Enhanced Model Robustness in Machine Learning Applications Vegard Flovik OOD 34 1 0 03 May 2024
DALLMi: Domain Adaption for LLM-based Multi-label Classifier Miruna Betianu Abele Malan Marco Aldinucci Robert Birke Lydia Y. Chen 38 5 0 03 May 2024
LLM as Dataset Analyst: Subpopulation Structure Discovery with Large Language Model Yulin Luo Ruichuan An Bocheng Zou Yiming Tang Jiaming Liu Shanghang Zhang 41 13 0 03 May 2024
Reinforcement Learning-Guided Semi-Supervised Learning Marzi Heidari Hanping Zhang Yuhong Guo OffRL 39 0 0 02 May 2024
Purify Unlearnable Examples via Rate-Constrained Variational Autoencoders Yi Yu Yufei Wang Song Xia Wenhan Yang Shijian Lu Yap-Peng Tan A.C. Kot AAML 42 11 0 02 May 2024
Potential Energy based Mixture Model for Noisy Label Learning Zijia Wang Wenbin Yang Zhisong Liu Zhen Jia NoLa 24 0 0 02 May 2024
IntraMix: Intra-Class Mixup Generation for Accurate Labels and Neighbors Shenghe Zheng Hongzhi Wang Xianglong Liu 58 3 0 02 May 2024
Deep Metric Learning-Based Out-of-Distribution Detection with Synthetic Outlier Exposure Assefa Seyoum Wahd 60 0 0 01 May 2024
Robust Semi-supervised Learning via $f$ -Divergence and $α$ -Rényi Divergence Gholamali Aminian Amirhossien Bagheri Mahyar JafariNodeh Radmehr Karimian Mohammad Hossein Yassaee 32 0 0 01 May 2024
CrossMatch: Enhance Semi-Supervised Medical Image Segmentation with Perturbation Strategies and Knowledge Distillation Bin Zhao Chunshi Wang Shuxue Ding 43 2 0 01 May 2024
Data Augmentation Policy Search for Long-Term Forecasting Liran Nochumsohn Omri Azencot AI4TS TPM 46 3 0 01 May 2024
Enhancing Intrinsic Features for Debiasing via Investigating Class-Discerning Common Attributes in Bias-Contrastive Pair Jeonghoon Park Chaeyeon Chung Juyoung Lee Jaegul Choo 40 2 0 30 Apr 2024
Integrating Present and Past in Unsupervised Continual Learning Yipeng Zhang Laurent Charlin R. Zemel Mengye Ren CLL 43 3 0 29 Apr 2024
Transitive Vision-Language Prompt Learning for Domain Generalization Liyuan Wang Yan Jin Zhen Chen Jinlin Wu Mengke Li Yang Lu Hanzi Wang VLM VPVLM LRM 58 0 0 29 Apr 2024
Multimodality Invariant Learning for Multimedia-Based New Item Recommendation Haoyue Bai Le Wu Min Hou Miaomiao Cai Zhuangzhuang He Yuyang Zhou Richang Hong Meng Wang 45 9 0 28 Apr 2024
Revealing the Two Sides of Data Augmentation: An Asymmetric Distillation-based Win-Win Solution for Open-Set Recognition Yunbing Jia Xiaoyu Kong Fan Tang Yixing Gao Weiming Dong Yi Yang 72 2 0 28 Apr 2024
Reliable Student: Addressing Noise in Semi-Supervised 3D Object Detection Farzad Nozarian Shashank Agarwal Farzaneh Rezaeianaran Danish Shahzad Atanas Poibrenski Christian Müller P. Slusallek NoLa 44 3 0 27 Apr 2024
Meta-Transfer Derm-Diagnosis: Exploring Few-Shot Learning and Transfer Learning for Skin Disease Classification in Long-Tail Distribution Zeynep Özdemir H. Keles Ö. Ö. Tanriöver 36 0 0 25 Apr 2024
Boosting Model Resilience via Implicit Adversarial Data Augmentation Xiaoling Zhou Wei Ye Zhemg Lee Rui Xie Shi-Bo Zhang 44 1 0 25 Apr 2024
MiMICRI: Towards Domain-centered Counterfactual Explanations of Cardiovascular Image Classification Models G. Guo Lifu Deng A. Tandon Alex Endert Bum Chul Kwon 39 2 0 24 Apr 2024
Mixed Supervised Graph Contrastive Learning for Recommendation Weizhi Zhang Liangwei Yang Zihe Song Henry Peng Zou Ke Xu Yuanjie Zhu Philip S. Yu 45 2 0 24 Apr 2024
Drawing the Line: Deep Segmentation for Extracting Art from Ancient Etruscan Mirrors Rafael Sterzinger Simon Brenner Robert Sablatnig 17 1 0 24 Apr 2024
Understanding Hyperbolic Metric Learning through Hard Negative Sampling Yun Yue Fangzhou Lin Guanyi Mou Ziming Zhang SSL 30 1 0 23 Apr 2024
Semi-supervised 2D Human Pose Estimation via Adaptive Keypoint Masking Kexin Meng Ruirui Li Daguang Jiang 3DH 21 0 0 23 Apr 2024
Towards noise contrastive estimation with soft targets for conditional models J. Hugger Virginie Uhlmann UQCV 39 1 0 22 Apr 2024
Data-independent Module-aware Pruning for Hierarchical Vision Transformers Yang He Qiufeng Wang ViT 50 3 0 21 Apr 2024
Augmenting Safety-Critical Driving Scenarios while Preserving Similarity to Expert Trajectories Hamidreza Mirkhani Behzad Khamidehi Kasra Rezaee 37 1 0 20 Apr 2024
An Experimental Study on Exploring Strong Lightweight Vision Transformers via Masked Image Modeling Pre-Training Jin Gao Shubo Lin Shaoru Wang Yutong Kou Zeming Li Liang Li Congxuan Zhang Xiaoqin Zhang Yizheng Wang Weiming Hu 47 1 0 18 Apr 2024
Fortify the Guardian, Not the Treasure: Resilient Adversarial Detectors Raz Lapid Almog Dubin Moshe Sipper AAML 27 4 0 18 Apr 2024
The Victim and The Beneficiary: Exploiting a Poisoned Model to Train a Clean Model on Poisoned Data Zixuan Zhu Rui Wang Cong Zou Lihua Jing AAML FedML 34 3 0 17 Apr 2024
GhostNetV3: Exploring the Training Strategies for Compact Models Zhenhua Liu Zhiwei Hao Kai Han Yehui Tang Yunhe Wang 32 16 0 17 Apr 2024
InfoMatch: Entropy Neural Estimation for Semi-Supervised Image Classification Qi Han Zhibo Tian Chengwei Xia Kun Zhan SSL 32 5 0 17 Apr 2024
A Concise Tiling Strategy for Preserving Spatial Context in Earth Observation Imagery Ellianna Abrahams Tasha Snow Matthew R. Siegfried Fernando Pérez 28 1 0 16 Apr 2024
MobileNetV4 - Universal Models for the Mobile Ecosystem Danfeng Qin Chas Leichner M. Delakis Marco Fornoni Shixin Luo ... Berkin Akin Vaibhav Aggarwal Tenghui Zhu Daniele Moro Andrew G. Howard MQ 36 86 0 16 Apr 2024
Robust Noisy Label Learning via Two-Stream Sample Distillation Sihan Bai Sanpin Zhou Zheng Qin Le Wang Nanning Zheng NoLa 35 0 0 16 Apr 2024
AudioProtoPNet: An interpretable deep learning model for bird sound classification René Heinrich Bernhard Sick Christoph Scholz 22 2 0 16 Apr 2024
Unifying Global and Local Scene Entities Modelling for Precise Action Spotting Kim Hoang Tran Phuc Vuong Do Ngoc Quoc Ly Ngan Le 36 4 0 15 Apr 2024
Pseudo-label Learning with Calibrated Confidence Using an Energy-based Model Masahito Toba Seiichi Uchida Hideaki Hayashi 34 0 0 15 Apr 2024
Joint Contrastive Learning with Feature Alignment for Cross-Corpus EEG-based Emotion Recognition Qile Liu Zhihao Zhou Jiyuan Wang Zhen Liang 43 1 0 15 Apr 2024
Counteracting Concept Drift by Learning with Future Malware Predictions B. Bosanský Lada Hospodkova Michal Najman M. Rigaki E. Babayeva Viliam Lisý AAML 30 1 0 14 Apr 2024
A Survey on Multimodal Wearable Sensor-based Human Action Recognition Jianyuan Ni Hao Tang Syed Tousiful Haque Yan Yan A. Ngu 77 6 0 14 Apr 2024
Constructing and Exploring Intermediate Domains in Mixed Domain Semi-supervised Medical Image Segmentation Qinghe Ma Jian Zhang Lei Qi Qian Yu Yinghuan Shi Yang Gao 48 7 0 13 Apr 2024
Generalization Gap in Data Augmentation: Insights from Illumination Jianqiang Xiao Weiwen Guo Junfeng Liu Mengze Li 30 2 0 11 Apr 2024
ConsistencyDet: A Few-step Denoising Framework for Object Detection Using the Consistency Model Lifan Jiang Zhihui Wang Changmiao Wang Ming Li Jiaxu Leng DiffM 28 0 0 11 Apr 2024
Adapting LLaMA Decoder to Vision Transformer Jiahao Wang Wenqi Shao Yonghong Tian Chengyue Wu Yong Liu Taiqiang Wu Kaipeng Zhang Songyang Zhang Kai-xiang Chen Ping Luo MLLM 40 4 0 10 Apr 2024
Automated National Urban Map Extraction Hasan Nasrallah A. Samhat Cristiano Nattero A. Ghandour 16 0 0 09 Apr 2024
Masked Modeling Duo: Towards a Universal Audio Pre-training Framework Daisuke Niizumi Daiki Takeuchi Yasunori Ohishi Noboru Harada K. Kashino 42 10 0 09 Apr 2024
AlignZeg: Mitigating Objective Misalignment for Zero-shot Semantic Segmentation Jiannan Ge Lingxi Xie Hongtao Xie Pandeng Li Xiaopeng Zhang Yongdong Zhang Qi Tian VLM 26 3 0 08 Apr 2024