mixup: Beyond Empirical Risk Minimization

25 October 2017

Papers citing "mixup: Beyond Empirical Risk Minimization"

50 / 4,964 papers shown

Title
Harnessing Shared Relations via Multimodal Mixup Contrastive Learning for Multimodal Classification Raja Kumar Raghav Singhal Pranamya Kulkarni Deval Mehta Kshitij Jadhav 23 0 0 26 Sep 2024
Enhancing elusive clues in knowledge learning by contrasting attention of language models Jian Gao Xiao Zhang Ji Wu Miao Li 38 0 0 26 Sep 2024
Unleashing the Potential of Synthetic Images: A Study on Histopathology Image Classification Leire Benito-Del-Valle Aitor Alvarez-Gila Itziar Eguskiza C. L. Saratxaga DiffM MedIm 34 0 0 24 Sep 2024
Twin Network Augmentation: A Novel Training Strategy for Improved Spiking Neural Networks and Efficient Weight Quantization Lucas Deckers Benjamin Vandersmissen Ing Jyh Tsang W. V. Leekwijck Steven Latré MQ 25 2 0 24 Sep 2024
Critic Loss for Image Classification B. Rappazzo Aaron Ferber Carla P. Gomes VLM 23 0 0 23 Sep 2024
Region Mixup Saptarshi Saha Utpal Garain 24 0 0 23 Sep 2024
Robust Audio-Visual Speech Enhancement: Correcting Misassignments in Complex Environments with Advanced Post-Processing Wenze Ren Kuo-Hsuan Hung Rong-Yu Chao YouJin Li Hsin-Min Wang Yu Tsao 26 0 0 22 Sep 2024
Generalization in birdsong classification: impact of transfer learning methods and dataset characteristics Burooj Ghani Vincent J. Kalkman Bob Planqué Willem-Pier Vellinga L. Gill Dan Stowell VLM 32 5 0 21 Sep 2024
LCM: Log Conformal Maps for Robust Representation Learning to Mitigate Perspective Distortion Meenakshi Subhash Chippa Prakash Chandra Chhipa Kanjar De Marcus Liwicki Rajkumar Saini 25 0 0 20 Sep 2024
Data Diet: Can Trimming PET/CT Datasets Enhance Lesion Segmentation? A. Jaus Simon Reiß Jens Klesiek Rainer Stiefelhagen 3DPC 18 0 0 20 Sep 2024
Balancing Label Imbalance in Federated Environments Using Only Mixup and Artificially-Labeled Noise Kyle Rui Sang Tahseen Rabbani Furong Huang FedML 36 0 0 20 Sep 2024
MalMixer: Few-Shot Malware Classification with Retrieval-Augmented Semi-Supervised Learning Eric Li Yifan Zhang Yu Huang Kevin Leach 29 0 0 20 Sep 2024
Test-Time Augmentation Meets Variational Bayes Masanari Kimura Howard Bondell OOD BDL TDI 21 0 0 19 Sep 2024
Data Efficient Acoustic Scene Classification using Teacher-Informed Confusing Class Instruction Jin Jie Sean Yeo Ee-Leng Tan Jisheng Bai Santi Peksi Woon-Seng Gan 30 1 0 18 Sep 2024
EventAug: Multifaceted Spatio-Temporal Data Augmentation Methods for Event-based Learning Yukun Tian Hao Chen Yongjian Deng Feihong Shen Kepan Liu Wei You Ziyang Zhang 29 0 0 18 Sep 2024
FedNE: Surrogate-Assisted Federated Neighbor Embedding for Dimensionality Reduction Ziwei Li Xiaoqi Wang Hong-You Chen Han-Wei Shen Wei-Lun Chao FedML 32 0 0 17 Sep 2024
Are Deep Learning Models Robust to Partial Object Occlusion in Visual Recognition Tasks? Kaleb Kassaw Francesco Luzi Leslie M. Collins Jordan M. Malof VLM 21 1 0 16 Sep 2024
Kolmogorov-Arnold Transformer Xingyi Yang Xinchao Wang 44 15 0 16 Sep 2024
Deep-Wide Learning Assistance for Insect Pest Classification Toan Nguyen Huy Nguyen Huy Ung Hieu T. Ung Binh T. Nguyen 24 0 0 16 Sep 2024
Deep Graph Anomaly Detection: A Survey and New Perspectives Hezhe Qiao Hanghang Tong Bo An Irwin King Charu Aggarwal Guansong Pang 35 6 0 16 Sep 2024
Frequency-Guided Masking for Enhanced Vision Self-Supervised Learning Amin Karimi Monsefi Mengxi Zhou Nastaran Karimi Monsefi Ser-Nam Lim Wei-Lun Chao R. Ramnath 44 1 0 16 Sep 2024
COSCO: A Sharpness-Aware Training Framework for Few-shot Multivariate Time Series Classification Jesus Barreda Ashley Gomez Ruben Puga Kaixiong Zhou Li Zhang AI4TS 16 0 0 15 Sep 2024
Integrating Audio Narrations to Strengthen Domain Generalization in Multimodal First-Person Action Recognition Cagri Gungor Adriana Kovashka EgoV 29 0 0 15 Sep 2024
Effective Pre-Training of Audio Transformers for Sound Event Detection Florian Schmid T. Morocutti Francesco Foscarin Jan Schluter Paul Primus Gerhard Widmer ViT 25 2 0 14 Sep 2024
The T05 System for The VoiceMOS Challenge 2024: Transfer Learning from Deep Image Classifier to Naturalness MOS Prediction of High-Quality Synthetic Speech Kaito Baba Wataru Nakata Yuki Saito Hiroshi Saruwatari VLM 31 8 0 14 Sep 2024
Towards certifiable AI in aviation: landscape, challenges, and opportunities Hymalai Bello Daniel Geißler L. Ray Stefan Muller-Divéky Peter Muller Shannon Kittrell Mengxi Liu Bo Zhou Paul Lukowicz 27 1 0 13 Sep 2024
Exploiting Supervised Poison Vulnerability to Strengthen Self-Supervised Defense Jeremy A. Styborski Mingzhi Lyu Y. Huang Adams Kong 39 0 0 13 Sep 2024
In-Situ Fine-Tuning of Wildlife Models in IoT-Enabled Camera Traps for Efficient Adaptation Mohammad Mehdi Rastikerdar Jin Huang Hui Guan Deepak Ganesan 61 0 0 12 Sep 2024
Brain-Inspired Stepwise Patch Merging for Vision Transformers Yonghao Yu Dongcheng Zhao Guobin Shen Yiting Dong Yi Zeng 52 0 0 11 Sep 2024
Data Collection-free Masked Video Modeling Yuchi Ishikawa Masayoshi Kondo Yoshimitsu Aoki ViT 19 1 0 10 Sep 2024
EntAugment: Entropy-Driven Adaptive Data Augmentation Framework for Image Classification Suorong Yang F. Shen Jian Zhao AAML 29 1 0 10 Sep 2024
MTDA-HSED: Mutual-Assistance Tuning and Dual-Branch Aggregating for Heterogeneous Sound Event Detection Zehao Wang Haobo Yue Zhicheng Zhang Da Mu Jin Tang Jianqin Yin 35 0 0 10 Sep 2024
Input Space Mode Connectivity in Deep Neural Networks Jakub Vrabel Ori Shem-Ur Yaron Oz David Krueger 56 1 0 09 Sep 2024
Efficient Training of Large Vision Models via Advanced Automated Progressive Learning Changlin Li Jiawei Zhang Sihao Lin Zongxin Yang Junwei Liang Xiaodan Liang Xiaojun Chang VLM 23 0 0 06 Sep 2024
WaterMAS: Sharpness-Aware Maximization for Neural Network Watermarking Carl De Sousa Trias Mihai P. Mitrea A. Fiandrotti Marco Cagnazzo Sumanta Chaudhuri Enzo Tartaglione AAML 35 1 0 05 Sep 2024
A practical approach to evaluating the adversarial distance for machine learning classifiers Georg Siedel Ekagra Gupta Andrey Morozov AAML 32 0 0 05 Sep 2024
Text-Guided Mixup Towards Long-Tailed Image Categorization Richard Franklin Jiawei Yao Deyang Zhong Qi Qian Juhua Hu VLM 24 0 0 05 Sep 2024
Estimating Indoor Scene Depth Maps from Ultrasonic Echoes Junpei Honma Akisato Kimura Go Irie MDE 35 0 0 05 Sep 2024
An Effective Deployment of Diffusion LM for Data Augmentation in Low-Resource Sentiment Classification Zhuowei Chen Lianxi Wang Yuben Wu Xinfeng Liao Yujia Tian Junyang Zhong DiffM 32 0 0 05 Sep 2024
The AdEMAMix Optimizer: Better, Faster, Older Matteo Pagliardini Pierre Ablin David Grangier ODL 28 8 0 05 Sep 2024
Boosting Generalizability towards Zero-Shot Cross-Dataset Single-Image Indoor Depth by Meta-Initialization Cho-Ying Wu Yiqi Zhong Junying Wang Ulrich Neumann MDE 60 0 0 04 Sep 2024
Domain-Guided Weight Modulation for Semi-Supervised Domain Generalization Chamuditha Jayanaga Galappaththige Zachary Izzo Xilin He Honglu Zhou Muhammad Haris Khan 27 3 0 04 Sep 2024
Effects of Common Regularization Techniques on Open-Set Recognition Zachary Rabin Jim Davis Benjamin Lewis Matthew Scherreik BDL 19 0 0 03 Sep 2024
Real-Time Indoor Object Detection based on hybrid CNN-Transformer Approach Salah Eddine Laidoudi Madjid Maidi Samir Otmane 11 0 0 03 Sep 2024
Dreaming is All You Need Mingze Ni Wei Liu 33 0 0 03 Sep 2024
Fisher Information guided Purification against Backdoor Attacks Nazmul Karim Abdullah Al Arafat Adnan Siraj Rakin Zhishan Guo Nazanin Rahnavard AAML 51 1 0 01 Sep 2024
Trust And Balance: Few Trusted Samples Pseudo-Labeling and Temperature Scaled Loss for Effective Source-Free Unsupervised Domain Adaptation Andrea Maracani Lorenzo Rosasco Lorenzo Natale 28 0 0 01 Sep 2024
Data Augmentation for Image Classification using Generative AI Fazle Rahat M Shifat Hossain Md Rubel Ahmed Sumit Kumar Jha Rickard Ewetz VLM 51 4 0 31 Aug 2024
Streamlining Forest Wildfire Surveillance: AI-Enhanced UAVs Utilizing the FLAME Aerial Video Dataset for Lightweight and Efficient Monitoring Lemeng Zhao Junjie Hu Jianchao Bi Yanbing Bai Erick Mas Shunichi Koshimura 27 0 0 31 Aug 2024
Structuring a Training Strategy to Robustify Perception Models with Realistic Image Augmentations Ahmed Hammam B. K. Sreedhar Nura Kawa Tim Patzelt Oliver De Candido 33 0 0 30 Aug 2024