mixup: Beyond Empirical Risk Minimization

25 October 2017

Papers citing "mixup: Beyond Empirical Risk Minimization"

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Title
Efficient Diffusion-Driven Corruption Editor for Test-Time Adaptation Yeongtak Oh Jonghyun Lee Jooyoung Choi Dahuin Jung Uiwon Hwang Sungroh Yoon TTA DiffM 47 4 0 16 Mar 2024
Towards Robustness and Diversity: Continual Learning in Dialog Generation with Text-Mixup and Batch Nuclear-Norm Maximization Zihan Wang Jiayu Xiao Mengxian Li Zhongjiang He Yongxiang Li Chao Wang Shuangyong Song 21 0 0 16 Mar 2024
Regularizing CNNs using Confusion Penalty Based Label Smoothing for Histopathology Images Somenath Kuiry Alaka Das M. Nasipuri N. Das 29 0 0 16 Mar 2024
Bidirectional Multi-Step Domain Generalization for Visible-Infrared Person Re-Identification Mahdi Alehdaghi Pourya Shamsolmoali Rafael M. O. Cruz Eric Granger 49 1 0 16 Mar 2024
Frozen Feature Augmentation for Few-Shot Image Classification Andreas Bär N. Houlsby Mostafa Dehghani Manoj Kumar VLM 36 4 0 15 Mar 2024
A Short Survey on Importance Weighting for Machine Learning Masanari Kimura H. Hino 41 6 0 15 Mar 2024
Improving Medical Multi-modal Contrastive Learning with Expert Annotations Yogesh Kumar Pekka Marttinen MedIm VLM 33 10 0 15 Mar 2024
Revisiting Adversarial Training under Long-Tailed Distributions Xinli Yue Ningping Mou Qian Wang Lingchen Zhao AAML 33 7 0 15 Mar 2024
Multi-criteria Token Fusion with One-step-ahead Attention for Efficient Vision Transformers Sanghyeok Lee Joonmyung Choi Hyunwoo J. Kim ViT 45 8 0 15 Mar 2024
Visual Foundation Models Boost Cross-Modal Unsupervised Domain Adaptation for 3D Semantic Segmentation Jingyi Xu Weidong Yang Lingdong Kong You-Chen Liu Rui Zhang Qingyuan Zhou Ben Fei 58 10 0 15 Mar 2024
EfficientVMamba: Atrous Selective Scan for Light Weight Visual Mamba Xiaohuan Pei Tao Huang Chang Xu Mamba 27 90 0 15 Mar 2024
Approximate Nullspace Augmented Finetuning for Robust Vision Transformers Haoyang Liu Aditya Singh Yijiang Li Haohan Wang AAML ViT 45 1 0 15 Mar 2024
Analyzing Data Augmentation for Medical Images: A Case Study in Ultrasound Images Adam Tupper Christian Gagné 31 3 0 14 Mar 2024
Mixture of Mixups for Multi-label Classification of Rare Anuran Sounds Ilyass Moummad Nicolas Farrugia Romain Serizel Jérémy S. P. Froidevaux Vincent Lostanlen 46 1 0 14 Mar 2024
uaMix-MAE: Efficient Tuning of Pretrained Audio Transformers with Unsupervised Audio Mixtures Afrina Tabassum Dung N. Tran Trung D. Q. Dang Ismini Lourentzou K. Koishida 50 0 0 14 Mar 2024
Don't Judge by the Look: Towards Motion Coherent Video Representation Yitian Zhang Yue Bai Huan Wang Yizhou Wang Yun Fu 40 0 0 14 Mar 2024
EventRPG: Event Data Augmentation with Relevance Propagation Guidance Mingyuan Sun Donghao Zhang Zongyuan Ge Jiaxu Wang Jia Li Zheng Fang Renjing Xu 37 7 0 14 Mar 2024
Soften to Defend: Towards Adversarial Robustness via Self-Guided Label Refinement Daiwei Yu Zhuorong Li Lina Wei Canghong Jin Yun Zhang Sixian Chan 37 5 0 14 Mar 2024
Adaptive Hybrid Masking Strategy for Privacy-Preserving Face Recognition Against Model Inversion Attack Yinggui Wang Yuanqing Huang Jianshu Li Le Yang Kai Song Lei Wang AAML PICV 56 0 0 14 Mar 2024
NTIRE 2023 Image Shadow Removal Challenge Technical Report: Team IIM_TTI Yuki Kondo Riku Miyata Fuma Yasue Taito Naruki Norimichi Ukita 38 1 0 13 Mar 2024
Data augmentation with automated machine learning: approaches and performance comparison with classical data augmentation methods A. Mumuni F. Mumuni 70 5 0 13 Mar 2024
A Decade's Battle on Dataset Bias: Are We There Yet? Zhuang Liu Kaiming He 47 28 0 13 Mar 2024
12 mJ per Class On-Device Online Few-Shot Class-Incremental Learning Yoga Esa Wibowo Cristian Cioflan T. Ingolfsson Michael Hersche Leo Zhao Abbas Rahimi Luca Benini CLL 42 1 0 12 Mar 2024
Intra-video Positive Pairs in Self-Supervised Learning for Ultrasound Blake Vanberlo Alexander Wong Jesse Hoey R. Arntfield 46 2 0 12 Mar 2024
Maxwell's Demon at Work: Efficient Pruning by Leveraging Saturation of Neurons Simon Dufort-Labbé P. DÓro Evgenii Nikishin Razvan Pascanu Pierre-Luc Bacon A. Baratin 45 1 0 12 Mar 2024
PeLK: Parameter-efficient Large Kernel ConvNets with Peripheral Convolution Honghao Chen Xiangxiang Chu Yongjian Ren Xin Zhao Kaiqi Huang 41 27 0 12 Mar 2024
Uncertainty-guided Contrastive Learning for Single Source Domain Generalisation Anastasios Arsenos D. Kollias Evangelos Petrongonas Christos Skliros Stefanos D. Kollias 35 13 0 12 Mar 2024
Unknown Domain Inconsistency Minimization for Domain Generalization Seungjae Shin Heesun Bae Byeonghu Na Yoon-Yeong Kim Il-Chul Moon 39 2 0 12 Mar 2024
Class Imbalance in Object Detection: An Experimental Diagnosis and Study of Mitigation Strategies Nieves Crasto ObjD 38 5 0 11 Mar 2024
Split to Merge: Unifying Separated Modalities for Unsupervised Domain Adaptation Xinyao Li Yuke Li Zhekai Du Fengling Li Ke Lu Jingjing Li VLM 59 4 0 11 Mar 2024
Distribution-Aware Data Expansion with Diffusion Models Haowei Zhu Ling Yang Jun-Hai Yong Hongzhi Yin Jiawei Jiang Meng Xiao Wentao Zhang Bin Wang 46 3 0 11 Mar 2024
CAM Back Again: Large Kernel CNNs from a Weakly Supervised Object Localization Perspective Shunsuke Yasuki Masato Taki AAML 32 0 0 11 Mar 2024
Transformers Learn Low Sensitivity Functions: Investigations and Implications Bhavya Vasudeva Deqing Fu Tianyi Zhou Elliott Kau Youqi Huang Vatsal Sharan 30 4 0 11 Mar 2024
Understanding and Mitigating Human-Labelling Errors in Supervised Contrastive Learning Zijun Long Lipeng Zhuang George Killick R. McCreadie Gerardo Aragon Camarasa Paul Henderson NoLa 33 1 0 10 Mar 2024
$V_kD:$ Improving Knowledge Distillation using Orthogonal Projections Roy Miles Ismail Elezi Jiankang Deng 52 10 0 10 Mar 2024
Domain Adversarial Active Learning for Domain Generalization Classification Jianting Chen Ling Ding Yunxiao Yang Zaiyuan Di Yang Xiang OOD 40 0 0 10 Mar 2024
BSDA: Bayesian Random Semantic Data Augmentation for Medical Image Classification Yaoyao Zhu Xiuding Cai Xueyao Wang Xiaoqing Chen Yu Yao Zhongliang Fu MedIm 42 1 0 10 Mar 2024
LTGC: Long-tail Recognition via Leveraging LLMs-driven Generated Content QiHao Zhao Yalun Dai Hao Li Wei Hu Fan Zhang Jun Liu 39 15 0 09 Mar 2024
SIRST-5K: Exploring Massive Negatives Synthesis with Self-supervised Learning for Robust Infrared Small Target Detection Yahao Lu Yu-Hsiang Lin Han Wu Xiaoyu Xian Yukai Shi Liang Lin 42 8 0 08 Mar 2024
Overcoming Data Inequality across Domains with Semi-Supervised Domain Generalization Jinha Park Won-Yong Cho Taesup Kim 47 0 0 08 Mar 2024
ObjectCompose: Evaluating Resilience of Vision-Based Models on Object-to-Background Compositional Changes H. Malik Muhammad Huzaifa Muzammal Naseer Salman Khan Fahad Shahbaz Khan DiffM 45 2 0 07 Mar 2024
Möbius Transform for Mitigating Perspective Distortions in Representation Learning Prakash Chandra Chhipa Meenakshi Subhash Chippa Kanjar De Rajkumar Saini Marcus Liwicki Mubarak Shah 35 1 0 07 Mar 2024
Spatiotemporal Pooling on Appropriate Topological Maps Represented as Two-Dimensional Images for EEG Classification Takuto Fukushima Ryusuke Miyamoto 36 1 0 07 Mar 2024
LORS: Low-rank Residual Structure for Parameter-Efficient Network Stacking Jialin Li Qiang Nie Weifu Fu Yuhuan Lin Guangpin Tao Yong-Jin Liu Chengjie Wang 38 5 0 07 Mar 2024
Active Generalized Category Discovery Shijie Ma Fei Zhu Zhun Zhong Xu-Yao Zhang Cheng-Lin Liu 42 13 0 07 Mar 2024
Enhancing chest X-ray datasets with privacy-preserving large language models and multi-type annotations: a data-driven approach for improved classification Ricardo Bigolin Lanfredi Pritam Mukherjee Ronald M. Summers 30 4 0 06 Mar 2024
A Teacher-Free Graph Knowledge Distillation Framework with Dual Self-Distillation Lirong Wu Haitao Lin Zhangyang Gao Guojiang Zhao Stan Z. Li 45 8 0 06 Mar 2024
Multi-modal Deep Learning Chen Yuhua MedIm 38 35 0 06 Mar 2024
Revisiting Confidence Estimation: Towards Reliable Failure Prediction Fei Zhu Xu-Yao Zhang Zhen Cheng Cheng-Lin Liu UQCV 57 10 0 05 Mar 2024
Fourier-basis Functions to Bridge Augmentation Gap: Rethinking Frequency Augmentation in Image Classification Puru Vaish Shunxin Wang N. Strisciuglio 42 9 0 04 Mar 2024