795 citations · 1.2k across the 12 of their papers we have counts for
13 papers
The CirCor DigiScope Dataset: From Murmur Detection to Murmur Classification
Jorge Oliveira, Francesco Renna, Paulo Dias Costa +12
Cardiac auscultation is one of the most cost-effective techniques used to detect and identify many heart conditions. Computer-assisted decision systems based on auscultation can su…
On instabilities of deep learning in image reconstruction - Does AI come at a cost?
Vegard Antun, Francesco Renna, Clarice Poon +2
Deep learning, due to its unprecedented success in tasks such as image classification, has emerged as a new tool in image reconstruction with potential to change the field. In this…
Reconstruction of optical vector-fields with applications in endoscopic imaging
Milana Gataric, George S. D. Gordon, Francesco Renna +3
We introduce a framework for the reconstruction of the amplitude, phase and polarisation of an optical vector-field using calibration measurements acquired by an imaging device wit…
Bounds on the Number of Measurements for Reliable Compressive Classification
Hugo Reboredo, Francesco Renna, Robert Calderbank +1
This paper studies the classification of high-dimensional Gaussian signals from low-dimensional noisy, linear measurements. In particular, it provides upper bounds (sufficient cond…
Query Processing For The Internet-of-Things: Coupling Of Device Energy Consumption And Cloud Infrastructure Billing
Francesco Renna, Joseph Doyle, Vasileios Giotsas +1
Audio/visual recognition and retrieval applications have recently garnered significant attention within Internet-of-Things (IoT) oriented services, given that video cameras and aud…
Mismatch in the Classification of Linear Subspaces: Sufficient Conditions for Reliable Classification
Jure Sokolic, Francesco Renna, Robert Calderbank +1
This paper considers the classification of linear subspaces with mismatched classifiers. In particular, we assume a model where one observes signals in the presence of isotropic Ga…