Fink, Olga
- Continual Test-Time Domain Adaptation
2022/03/25 by Wang, Qin, Fink, Olga, Van Gool, Luc +1 · 65 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Potential, Challenges and Future Directions for Deep Learning in Prognostics and Health Management Applications
2020/05/05 by Fink, Olga, Wang, Qin, Svensén, Markus +3 · 7 citations
#FOS: Electrical engineering #Signal Processing (eess.SP) #electronic engineering #information engineering
- A Comprehensive Review of Digital Twin -- Part 1: Modeling and Twinning Enabling Technologies
2022/08/26 by Adam Thelen, Thelen, Adam, Xiaoge Zhang +17 · 8 citations
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Computational Engineering #Digital Transformation in Industry #FOS: Computer and information sciences #Finance #IoT and Edge/Fog Computing #Machine Learning (cs.LG) #and Science (cs.CE)
- SimMMDG: A Simple and Effective Framework for Multi-modal Domain Generalization
2023/10/30 by Hao Dong, Ismail Nejjar, Dong, Hao +7 · 10 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Artificial Intelligence (cs.AI) #Cancer-related molecular mechanisms research #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
- A Comprehensive Review of Digital Twin -- Part 2: Roles of Uncertainty Quantification and Optimization, a Battery Digital Twin, and Perspectives
2022/08/27 by Adam Thelen, Thelen, Adam, Xiaoge Zhang +17 · 5 citations
Engineering · Computer Science · #Digital Transformation in Industry #IoT and Edge/Fog Computing
- Unseen Visual Anomaly Generation
2024/06/03 by Handong Sun, Sun, Han, Yunkang Cao +3 · 8 citations
Computer Science · #Advanced Malware Detection Techniques #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #Data Visualization and Analytics #FOS: Computer and information sciences
- Domain Adaptive Semantic Segmentation with Self-Supervised Depth Estimation
2021/04/28 by Qin Wang, Wang, Qin, Dengxin Dai +7 · 4 citations
Computer Science · #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications
- Fusing Physics-based and Deep Learning Models for Prognostics
2020/03/02 by Chao, Manuel Arias, Kulkarni, Chetan, Goebel, Kai +1 · 3 citations
#FOS: Electrical engineering #Systems and Control (eess.SY) #electronic engineering #information engineering
- DARE-GRAM : Unsupervised Domain Adaptation Regression by Aligning Inverse Gram Matrices
2023/03/23 by Ismail Nejjar, Qin Wang, Nejjar, Ismail +3 · 4 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Artificial Intelligence (cs.AI) #Cancer-related molecular mechanisms research #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences
- Simplifying Source-Free Domain Adaptation for Object Detection: Effective Self-Training Strategies and Performance Insights
2024/07/10 by Florent Forest, Hao, Yan, Forest, Florent +2 · 5 citations
Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #I.4.8 #I.5.4 #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
- ThermoNeRF: Joint RGB and Thermal Novel View Synthesis for Building Facades using Multimodal Neural Radiance Fields
2024/03/18 by Hassan, Mariam, Forest, Florent, Fink, Olga +1 · 4 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Off-Policy Reinforcement Learning for Efficient and Effective GAN Architecture Search
2020/07/17 by Tian, Yuan, Wang, Qin, Huang, Zhiwu +5 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Domain Adaptation via Alignment of Operation Profile for Remaining Useful Lifetime Prediction
2023/02/03 by Nejjar, Ismail, Geissmann, Fabian, Zhao, Mengjie +2 · 3 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
- Robust Time Series Denoising with Learnable Wavelet Packet Transform
2022/06/13 by Frusque, Gaetan, Fink, Olga · 3 citations
#Audio and Speech Processing (eess.AS) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Sound (cs.SD) #electronic engineering #information engineering
- Towards Multimodal Open-Set Domain Generalization and Adaptation through Self-supervision
2024/07/01 by Hao Dong, Dong, Hao, Eleni Chatzi +3 · 4 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Text and Document Classification Technologies
- Advances in Multimodal Adaptation and Generalization: From Traditional Approaches to Foundation Models
2025/01/30 by Hao Dong, M. H. Liu, Dong, Hao +11 · 6 citations
Psychology · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Language, Metaphor, and Cognition #Machine Learning (cs.LG) #Robotics (cs.RO)
- Deep Koopman Operator-based degradation modelling
2023/08/03 by Sergei Garmaev, Garmaev, Sergei, Olga Fink +1 · 2 citations
Engineering · #FOS: Electrical engineering #Fault Detection and Control Systems #Machine Fault Diagnosis Techniques #Systems and Control (eess.SY) #electronic engineering #information engineering
- Uncertainty-aware Remaining Useful Life predictor
2021/04/08 by Luca Biggio, Alexander Wieland, Biggio, Luca +7 · 1 citation
Computer Science · Engineering · #Gaussian Processes and Bayesian Inference #Fault Detection and Control Systems #Control Systems and Identification
- Artificial intelligence across company borders
2021/06/21 by Fink, Olga, Netland, Torbjørn, Feuerriegel, Stefan · 1 citation
#Computers and Society (cs.CY) #FOS: Computer and information sciences
- Interpretable Prognostics with Concept Bottleneck Models
2024/05/27 by Florent Forest, Katharina Rombach, Forest, Florent +3 · 3 citations
Computer Science · #Bayesian Modeling and Causal Inference
- From Classification to Segmentation with Explainable AI: A Study on Crack Detection and Growth Monitoring
2023/09/20 by Forest, Florent, Porta, Hugo, Tuia, Devis +1 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #electronic engineering #information engineering
- Semi-Supervised Health Index Monitoring with Feature Generation and Fusion
2023/12/05 by Gaëtan Frusque, Ismail Nejjar, Frusque, Gaëtan +5 · 2 citations
Engineering · Health Professions · #Artificial Intelligence in Healthcare #FOS: Computer and information sciences #Machine Learning (cs.LG) #Methodology (stat.ME) #Non-Invasive Vital Sign Monitoring
- Learning Physics-Consistent Particle Interactions
2022/02/01 by Han, Zhichao, Kammer, David S., Fink, Olga · 1 citation
#Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG)
- A Prescriptive Dirichlet Power Allocation Policy with Deep Reinforcement Learning
2022/01/20 by Yuan Tian, Minghao Han, Tian, Yuan +5 · 1 citation
Engineering · #Advanced Battery Technologies Research #Artificial Intelligence (cs.AI) #Electric Vehicles and Infrastructure #FOS: Computer and information sciences #Green IT and Sustainability #Machine Learning (cs.LG)
- Hybrid deep fault detection and isolation: Combining deep neural networks and system performance models
2019/08/05 by Chao, Manuel Arias, Kulkarni, Chetan, Goebel, Kai +1 · 1 citation
#FOS: Electrical engineering #Systems and Control (eess.SY) #electronic engineering #information engineering
- Learning Informative Health Indicators Through Unsupervised Contrastive Learning
2022/08/28 by Katharina Rombach, Rombach, Katharina, Gabriel Michau +7 · 1 citation
Engineering · #Machine Fault Diagnosis Techniques
- Federated Learning with Uncertainty-Based Client Clustering for Fleet-Wide Fault Diagnosis
2023/04/26 by Hao Lu, Lu, Hao, Adam Thelen +7 · 1 citation
Engineering · #Electricity Theft Detection Techniques #Reliability and Maintenance Optimization #Electrical Fault Detection and Protection
- Integrating Physics and Topology in Neural Networks for Learning Rigid Body Dynamics
2024/11/18 by Wei, Amaury, Fink, Olga · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- NNG-Mix: Improving Semi-supervised Anomaly Detection with Pseudo-anomaly Generation
2023/11/20 by Dong, Hao, Frusque, Gaëtan, Zhao, Yue +2 · 1 citation
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- MultiOOD: Scaling Out-of-Distribution Detection for Multiple Modalities
2024/05/27 by Dong, Hao, Zhao, Yue, Chatzi, Eleni +1 · 2 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Real-Time Model Calibration with Deep Reinforcement Learning
2020/06/07 by Yuan Tian, Manuel Arias Chao, Tian, Yuan +7 · 1 citation
Computer Science · Engineering · #Advanced Control Systems Optimization #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #Fault Detection and Control Systems #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Signal Processing (eess.SP) #electronic engineering #information engineering
- IM-Context: In-Context Learning for Imbalanced Regression Tasks
2024/05/28 by Ismail Nejjar, Faez Ahmed, Nejjar, Ismail +3 · 1 citation
Computer Science · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Imbalanced Data Classification Techniques #Machine Learning (cs.LG) #Machine Learning in Healthcare
- Non-contact Sensing for Anomaly Detection in Wind Turbine Blades: A focus-SVDD with Complex-Valued Auto-Encoder Approach
2023/06/19 by Gaëtan Frusque, Frusque, Gaëtan, Daniel Mitchell +7 · 1 citation
Engineering · #Ultrasonics and Acoustic Wave Propagation #Structural Health Monitoring Techniques #Geophysical Methods and Applications
- Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization
2025/01/23 by Dong, Hao, Chatzi, Eleni, Fink, Olga · 2 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Exploiting Semantic Scene Reconstruction for Estimating Building Envelope Characteristics
2024/10/29 by Chenghao Xu, Xu, Chenghao, Malcolm Mielle +9 · 1 citation
Earth and Planetary Sciences · Environmental Science · #3D Surveying and Cultural Heritage #Remote Sensing and LiDAR Applications
- Dynami-CAL GraphNet: A Physics-Informed Graph Neural Network Conserving Linear and Angular Momentum for Dynamical Systems
2025/01/13 by Vinay Sharma, Sharma, Vinay, Olga Fink +1 · 1 citation
Computer Science · Materials Science · Physics and Astronomy · #Advanced Graph Neural Networks #Computational Engineering #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Finance #Machine Learning (cs.LG) #Machine Learning in Materials Science #Model Reduction and Neural Networks #and Science (cs.CE)
- NOMTO: Neural Operator-based symbolic Model approximaTion and discOvery
2025/01/14 by Garmaev, Sergei, Mishra, Siddhartha, Fink, Olga · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Symbolic Computation (cs.SC)
- Informed Graph Learning By Domain Knowledge Injection and Smooth Graph Signal Representation
2024/06/06 by Niresi, Keivan Faghih, Kuhn, Lucas, Frusque, Gaëtan +1 · 1 citation
#FOS: Electrical engineering #Signal Processing (eess.SP) #electronic engineering #information engineering
- To Trust Or Not To Trust Your Vision-Language Model's Prediction
2025/05/29 by Hao Dong, Dong, Hao, M. H. Liu +7 · 2 citations
Computer Science · Social Sciences · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications