Manuel Villa

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 18

Top Topics

Tumor Classification

Machine Learning

Depth Estimation

Top Venues

Publications

Manuel Villa, Jaime Sancho, Gonzalo Rosa, Miguel Chavarrías, Eduardo Juárez Martínez, César Sanz
HyperMRI: hyperspectral and magnetic resonance fusion methodology for neurosurgery applications. Int. J. Comput. Assist. Radiol. Surg. 19 (7) (2024)
Jaime Sancho, Manuel Villa, Miguel Chavarrías, Eduardo Juárez, Alfonso Lagares, César Sanz
SLIMBRAIN: Augmented Reality Real-Time Acquisition and Processing System For Hyperspectral Classification Mapping with Depth Information for In-Vivo Surgical Procedures. CoRR (2024)
Alejandro Martinez de Ternero, Jaime Sancho, Alberto Martín-Pérez, Manuel Villa, Guillermo Vázquez, Pedro L. Cebrián, Gonzalo Rosa, Pallab Sutradhar, Miguel Chavarrías, Eduardo Juárez, César Sanz
Real-Time Hyperspectral and Depth Fusion Calibration Method for Improved Reflectance Measures on Arbitrary Complex Surfaces. DSD (2023)
Jaime Sancho, Manuel Villa, Miguel Chavarrías, Eduardo Juárez, Alfonso Lagares, César Sanz
SLIMBRAIN: Augmented reality real-time acquisition and processing system for hyperspectral classification mapping with depth information for in-vivo surgical procedures. J. Syst. Archit. 140 (2023)
Pedro L. Cebrián, Alberto Martín-Pérez, Manuel Villa, Jaime Sancho, Gonzalo Rosa, Guillermo Vázquez, Pallab Sutradhar, Alejandro Martinez de Ternero, Miguel Chavarrías, Alfonso Lagares, Eduardo Juárez, César Sanz
Deep Recurrent Neural Network Performing Spectral Recurrence on Hyperspectral Images for Brain Tissue Classification. DASIP (2023)
Guillermo Vázquez, Manuel Villa, Alberto Martín-Pérez, Jaime Sancho, Gonzalo Rosa, Pedro L. Cebrián, Pallab Sutradhar, Alejandro Martinez de Ternero, Miguel Chavarrías, Alfonso Lagares, Eduardo Juárez, César Sanz
Brain Blood Vessel Segmentation in Hyperspectral Images Through Linear Operators. DASIP (2023)
Gonzalo Rosa, Cristina Sánchez Carabias, Victoria Cunha Alves, Manuel Villa, Alberto Martín-Pérez, Miguel Chavarrías, Alfonso Lagares, Eduardo Juárez, César Sanz
Transmittance Hyperspectral Capture System and Methodology Assessment for Blood-Liquid Serum Samples Analysis. DSD (2023)
Guillermo Vázquez, Alberto Martín-Pérez, Manuel Villa, Jaime Sancho, Gonzalo Rosa, Pedro L. Cebrián, Pallab Sutradhar, Alejandro Martinez de Ternero, Angel Perez-Nuñez, Luis Jimenez-Roldan, Alfonso Lagares, Miguel Chavarrías, Eduardo Juárez, César Sanz
Sparse to Dense Ground Truth Pre-Processing in Hyperspectral Imaging for In-Vivo Brain Tumour Detection. MetroXRAINE (2023)
Alberto Martín-Pérez, Manuel Villa, Guillermo Vázquez, Jaime Sancho, Gonzalo Rosa, Pallab Sutradhar, Miguel Chavarrías, Alfonso Lagares, Eduardo Juárez, César Sanz
Hyperparameter Optimization for Brain Tumor Classification with Hyperspectral Images. DSD (2022)
Alejandro Martinez de Ternero, Jaime Sancho, Guillermo Vázquez, Manuel Villa, Gonzalo Rosa, Pallab Sutradhar, Alberto Martín-Pérez, Miguel Chavarrías, Luis Jimenez-Roldan, Angel Perez-Nuñez, Alfonso Lagares, Eduardo Juárez, César Sanz
Analysis and methodology for enabling DNN inference in an IoT edge environment in depth completion tasks. DCIS (2022)
Manuel Villa, Jaime Sancho, Guillermo Vázquez, Gonzalo Rosa, Gemma Urbanos, Alberto Martin-Perez, Pallab Sutradhar, Rubén Salvador, Miguel Chavarrías, Alfonso Lagares, Eduardo Juárez, César Sanz
Data-Type Assessment for Real-Time Hyperspectral Classification in Medical Imaging. DASIP (2022)
Pallab Sutradhar, Jaime Sancho, Manuel Villa, Alberto Martín-Pérez, Guillermo Vázquez, Gonzalo Rosa, Alejandro Martinez de Ternero, Luis Jimenez-Roldan, Angel Perez-Nuñez, Alfonso Lagares, Miguel Chavarrías, Eduardo Juárez, César Sanz
Exploration of Realtime Brain tumor classification from Hyperspectral Images in Heterogeneous Embedded MPSoC. DCIS (2022)
Jaime Sancho, Manuel Villa, Gemma Urbanos, Marta Villanueva, Pallab Sutradhar, Gonzalo Rosa, Alberto Martín, Guillermo Vázquez, Miguel Chavarrías, Rubén Salvador, Alfonso Lagares, Eduardo Juárez, César Sanz
An Embedded GPU Accelerated Hyperspectral Video Classification System in Real-Time. DCIS (2021)
Manuel Villa, Jaime Sancho, Marta Villanueva, Gemma Urbanos, Pallab Sutradhar, Gonzalo Rosa, Guillermo Vázquez, Alberto Martín, Miguel Chavarrías, Luis Perez, Angel Perez-Nuñez, Alfonso Lagares, Eduardo Juárez, César Sanz
Stitching technique based on SURF for Hyperspectral Pushbroom Linescan Cameras. DCIS (2021)
Gemma Urbanos, Alberto Martín, Guillermo Vázquez, Marta Villanueva, Manuel Villa, Luis Jimenez-Roldan, Miguel Chavarrías, Alfonso Lagares, Eduardo Juárez, César Sanz
Supervised Machine Learning Methods and Hyperspectral Imaging Techniques Jointly Applied for Brain Cancer Classification. Sensors 21 (11) (2021)
Jaime Sancho, Gemma Urbanos, Luisa Ruiz, Marta Villanueva, Gonzalo Rosa, Alberto Diaz, Manuel Villa, Miguel Chavarrías, Alfonso Lagares, Rubén Salvador, Eduardo Juárez, César Sanz
Towards GPU Accelerated HyperSpectral Depth Estimation in Medical Applications. DCIS (2020)
Gonzalo Rosa, Marta Villanueva, Jaime Sancho, Gemma Urbanos, Luisa Ruiz, Manuel Villa, Alberto Martín, Eduardo Juárez, Luis Jiménez, Miguel Chavarrías, Alfonso Lagares, César Sanz
Hyperspectral Images Acquisition: an Efficient Capture and Processing Stitching Procedure for Medical Environments. DCIS (2020)
Luisa Ruiz, Alberto Martín, Gemma Urbanos, Marta Villanueva, Jaime Sancho, Gonzalo Rosa, Manuel Villa, Miguel Chavarrías, Ángel Pérez, Eduardo Juárez, Alfonso Lagares, César Sanz
Multiclass Brain Tumor Classification Using Hyperspectral Imaging and Supervised Machine Learning. DCIS (2020)