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Articles by Jose Dolz
Computer Science > Computer Vision and Pattern Recognition
Deep neural networks remain vulnerable to adversarial perturbations, which can distort not only predictions but also confidence scores, undermining uncertainty calibration. While existing certification methods focus on preserving the predicted category, providing guarantees on how calibration behaves under adversarial attacks remains overlooked.
Dibujo técnico: 100 ejercicios prácticos : visualización de piezas
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Deep Learning Algorithms for Bladder Cancer Segmentation on Multi-Parametric MRI
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LP++: A Surprisingly Strong Linear Probe for Few-Shot CLIP
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Estrés postural. Ejercicios y mejora de los hábitos. José J. Pedrosa, Juan C. Gaspar, José L. Dolz, Félix Barbolla, Riccardo Azzolini - espacioLogopedico
¿Es el estrés postural una manifestación orgánica de los factores psicosociales que nos van moldeando como individuos? Nuestro organismo es la muestra más evidente y directa que percibimos cuando nos superan las cargas físicas y mentales. Con frecuencia, nos afectan presiones y fuerzas que alteran la representación que nos hacemos de las circunstancias. En la adaptación postural también convergen todas las variables de nuestra relación con el entorno.
[2312.12730] A Closer Look at the Few-Shot Adaptation of Large Vision-Language Models
[Submitted on 20 Dec 2023] Title:A Closer Look at the Few-Shot Adaptation of Large Vision-Language Models Download a PDF of the paper titled A Closer Look at the Few-Shot Adaptation of Large Vision-Language Models, by Julio Silva-Rodriguez and Sina Hajimiri and Ismail Ben Ayed and Jose Dolz Download PDF HTML (experimental) Abstract:Efficient transfer learning (ETL) is receiving increasing attention to adapt large pre-trained language-vision models on downstream tasks with a few labeled samples.
Maximum Entropy on Erroneous Predictions (MEEP): Improving model calibration for medical image segmentation
arXiv:2112.12218 (cs) [Submitted on 22 Dec 2021 (v1), last revised 2 Jun 2023 (this version, v3)] Download a PDF of the paper titled Maximum Entropy on Erroneous Predictions (MEEP): Improving model calibration for medical image segmentation, by Agostina Larrazabal and 3 other authors Download PDF Submission history From: Enzo Ferrante [ view email] [v1] Wed, 22 Dec 2021 20:34:20 UTC (5,932 KB) [v2] Tue, 30 May 2023 21:01:09 UTC (2,542 KB) [v3] Fri, 2 Jun 2023 14:47:01 UTC (2,542 KB)...
The Devil is in the Margin: Margin-based Label Smoothing for Network Calibration
[Submitted on 30 Nov 2021 ( v1 ), last revised 5 Jul 2023 (this version, v4)] Title:The Devil is in the Margin: Margin-based Label Smoothing for Network Calibration Download a PDF of the paper titled The Devil is in the Margin: Margin-based Label Smoothing for Network Calibration, by Bingyuan Liu and 3 other authors Download PDF Abstract: In spite of the dominant performances of deep neural networks, recent works have shown that they are poorly calibrated, resulting in over-confident...
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