Machine learning

A Transfer Learning and Explainable Solution to Detect mpox from Smartphones images
In recent months, the monkeypox (mpox) virus – previously endemic in a limited area of the world – has started spreading in …
Mattia Giovanni Campana, Marco Colussi, Franca Delmastro, Sergio Mascetti, Elena Pagani
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A Transfer Learning and Explainable Solution to Detect mpox from Smartphones images
GAJA - Guided self-Acquisition of Joint ultrAsound images
People with hemophilia require frequent diagnoses of joint bleeding. This is currently achieved with visits to specialized centers. One …
Marco Colussi, Sergio Mascetti, Dragan Ahmetovic, Gabriele Civitarese, Marco Cacciatori, Roberta Gualtierotti, Flora Peyvandi, Claudio Bettini
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GAJA - Guided self-Acquisition of Joint ultrAsound images
Ultrasound detection of subquadricipital recess distension
The paper proposes two approaches for automatically detecting joint bleeding in patients with hemophilia using ultrasound imaging. The experimental evaluation shows that the multi-task approach has higher accuracy, but with a slightly lower mean IoU value. The study suggests that computer-aided diagnosis tools can be useful for diagnosing joint bleeding in hemophilia patients.
Marco Colussi, Gabriele Civitarese, Dragan Ahmetovic, Claudio Bettini, Roberta Gualtierotti, Flora Peyvandi, Sergio Mascetti
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Ultrasound detection of subquadricipital recess distension
A Computer-Aided Diagnosis Tool for the Detection of Hemarthrosis By Remote Joint Ultrasound in Patients with Hemophilia
Musculoskeletal ultrasound (MSK-US) is a non-invasive and easily accessible diagnostic tool for joint health assessment of patients …
Roberta Gualtierotti, Sara Arcudi,, Alessandro Ciavarella, Marco Colussi, Sergio Mascetti, Claudio Bettini, Flora Peyvandi
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Interpreting deep urban sound classification using Layer-wise Relevance Propagation
arXiv
Marco Colussi, Stavros Ntalampiras
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Interpreting deep urban sound classification using Layer-wise Relevance Propagation