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Quercus
International Summer School on LLM-based Agents for Software Engineering
Report and highlights from the 1st International Summer School on LLM-based Agents for Software Engineering (LLMA4SE), held from September 1-3, 2025 in Cáceres, Spain.
José M. Conejero
,
Emilio-Delgado
Sep 16, 2025
2 min read
Quercus
,
I3lab
MetrikaBox: An open framework for experimenting with audio classification
This paper presents MetrikaBox, a general-purpose, open-source, and extensible audio classification package designed to facilitate the …
Jorge-Perianez-Pascual
,
Juan D. Gutiérrez
,
Emilio-Delgado
,
Fernando Sánchez-Figueroa
,
Roberto Rodriguez-Echeverria
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Code
DOI
URL
We open the (Metrika)Box
Join us learning what is the magic juice that moves MetrikaMedia, the leading SaaS for multimedia content measurement.
Jorge-Perianez-Pascual
Aug 28, 2025
2 min read
Quercus
,
I3lab
AI-Based System for Assistance in Minimally Invasive Renal Procedures Using Mixed Reality. First Steps
The main objective of this study is the implementation and configuration of an assistance system for minimally invasive renal …
Emilio-Delgado
,
Daniel Caballero
,
Lucía Salazar-Carrasco
,
Ignacio Sánchez-Varo
,
Jesús León-Regalado
,
Juan A. Sánchez-Margallo
,
Roberto Rodriguez-Echeverria
,
Francisco M. Sánchez-Margallo
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Everything everywhere... with just one prompt
We continue our research in low-cost optimization of foundation models, specifically applied to medical image segmentation.
Apr 14, 2025
2 min read
Quercus
,
I3lab
Prompt Once, Segment Everything: Leveraging SAM 2 Potential for Infinite Medical Image Segmentation with a Single Prompt
This article presents a novel approach that leverages SAM 2 video segmentation capabilities to reduce the number of
prompts
needed to segment a complete volume of medical images. The study first compares the performance of SAM and SAM 2 in medical image segmentation. Then, our novel approach is presented. The results show that SAM 2 achieves an average improvement of 1.76% in Jaccard Index and 1.49% in Dice Score compared to SAM.
Juan D. Gutiérrez
,
Emilio-Delgado
,
Carlos Breuer
,
José M. Conejero
,
Roberto Rodriguez-Echeverria
PDF
Cite
Code
DOI
Journal
Beyond Spectrograms: Rethinking Audio Classification from EnCodec's Latent Space
This article presents an innovative approach for audio classification, leveraging the latent representation generated by Meta’s …
Jorge-Perianez-Pascual
,
Juan D. Gutiérrez
,
Laura Escobar-Encinas
,
Álvaro Rubio-Largo
,
Roberto Rodriguez-Echeverria
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Code
DOI
Journal
Spectrograms and beyond!
We are pleased to celebrate the publication of our work, where we present an innovative approach for audio classification using EnCodec’s latent space, proving to be highly effective.
Feb 16, 2025
2 min read
Quercus
,
I3lab
i3lab at the AI and SE Winter School in Doha, Qatar
Researchers from i3lab participated in the Winter School on Artificial Intelligence and Software Engineering organized by the University of Doha for Science and Technology (UDST) in Doha, Qatar
Jorge-Perianez-Pascual
Jan 19, 2025
2 min read
Quercus
,
I3lab
Second Working Seminar of the AI4Software Research Network
32 researchers from the 15 network nodes met in Madrid on January 16 and 17
José M. Conejero
,
Roberto Rodriguez-Echeverria
Jan 16, 2025
2 min read
Quercus
,
I3lab
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