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Gianni Franchi

  1. Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement
    2023/09/30 by Kai Xu, Xu, Kai, Rongyu Chen +5 · 19 citations
    Computer Science · Medicine · #Anomaly Detection Techniques and Applications #Advanced Neural Network Applications #COVID-19 diagnosis using AI
  2. NECO: NEural Collapse Based Out-of-distribution detection
    2023/10/10 by Mouïn Ben Ammar, Ammar, Mouïn Ben, Nacim Belkhir +7 · 12 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  3. Frustratingly Easy Test-Time Adaptation of Vision-Language Models
    2024/05/28 by Matteo Farina, Gianni Franchi, Farina, Matteo +7 · 14 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
  4. Encoding the latent posterior of Bayesian Neural Networks for uncertainty quantification
    2020/12/04 by Gianni Franchi, Andrei Bursuc, Franchi, Gianni +7 · 7 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Advanced Neural Network Applications #Explainable Artificial Intelligence (XAI)
  5. Packed-Ensembles for Efficient Uncertainty Estimation
    2022/10/17 by Olivier Laurent, Laurent, Olivier, Adrien Lafage +11 · 8 citations
    Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Wireless Signal Modulation Classification
  6. TRADI: Tracking deep neural network weight distributions for uncertainty\n estimation
    2019/12/24 by Gianni Franchi, Franchi, Gianni, Andrei Bursuc +7 · 5 citations
    Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms
  7. Make Me a BNN: A Simple Strategy for Estimating Bayesian Uncertainty from Pre-trained Models
    2023/12/23 by Gianni Franchi, Franchi, Gianni, Olivier Laurent +9 · 6 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Machine Learning and Data Classification
  8. A Symmetry-Aware Exploration of Bayesian Neural Network Posteriors
    2023/10/12 by Olivier Laurent, Emanuel Aldea, Laurent, Olivier +3 · 5 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification
  9. Organizing Unstructured Image Collections using Natural Language
    2024/10/07 by Mingxuan Liu, Liu, Mingxuan, Zhun Zhong +9 · 6 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Retrieval and Classification Techniques
  10. A study of deep perceptual metrics for image quality assessment
    2022/02/17 by Rémi Kazmierczak, Kazmierczak, Rémi, Gianni Franchi +7 · 2 citations
    Computer Science · Engineering · #Advanced Image Fusion Techniques #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Graphics (cs.GR) #Image and Video Quality Assessment #Visual Attention and Saliency Detection
  11. FakeParts: a New Family of AI-Generated DeepFakes
    2025/08/28 by Ziyi Liu, Firas Gabetni, Liu, Ziyi +13 · 2 voices · 1 citation
    Social Sciences · #Misinformation and Its Impacts #cs.AI #cs.CV #cs.MM
  12. Hierarchical Light Transformer Ensembles for Multimodal Trajectory Forecasting
    2024/03/26 by Adrien Lafage, Lafage, Adrien, Mathieu Barbier +5 · 2 citations
    Computer Science · Engineering · #Computer Vision and Pattern Recognition (cs.CV) #Data Management and Algorithms #FOS: Computer and information sciences #Time Series Analysis and Forecasting #Traffic Prediction and Management Techniques
  13. Towards Understanding and Quantifying Uncertainty for Text-to-Image Generation
    2024/12/04 by Gianni Franchi, Franchi, Gianni, Dat Nguyen Trong +7 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Data Visualization and Analytics #FOS: Computer and information sciences #Machine Learning (cs.LG)
  14. Explainability for Vision Foundation Models: A Survey
    2025/01/21 by Rémi Kazmierczak, Éloïse Berthier, Kazmierczak, Rémi +5 · 3 citations
    Business, Management and Accounting · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Organizational Management and Leadership
  15. Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on Regression
    2023/08/17 by Xuanlong Yu, Yu, Xuanlong, Gianni Franchi +5 · 1 citation
    Engineering · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  16. Benchmarking XAI Explanations with Human-Aligned Evaluations
    2024/11/04 by Rémi Kazmierczak, Steve Azzolin, Kazmierczak, Rémi +20 · 2 citations
    Computer Science · Decision Sciences · #Advanced Database Systems and Queries #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Scientific Computing and Data Management #Semantic Web and Ontologies
  17. The Robust Semantic Segmentation UNCV2023 Challenge Results
    2023/09/27 by Xuanlong Yu, Yu, Xuanlong, Yi Zuo +70 · 1 citation
    Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  18. Ensembling Pruned Attention Heads For Uncertainty-Aware Efficient Transformers
    2025/10/21 by Firas Gabetni, Giuseppe Curci, Gabetni, Firas +9 · 2 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Advanced Neural Network Applications #Explainable Artificial Intelligence (XAI)
  19. Torch-Uncertainty: A Deep Learning Framework for Uncertainty Quantification
    2025/11/13 by Adrien Lafage, Lafage, Adrien, Olivier Laurent +5 · 1 citation
    Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG)