Search Results - "Carrara, Fabio"
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Deep learning for decentralized parking lot occupancy detection
Published in Expert systems with applications (15-04-2017)“…•We propose an effective CNN architecture for visual parking occupancy detection.•The CNN architecture is small enough to run on smart cameras.•The proposed…”
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Journal Article -
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Using AI to decode the behavioral responses of an insect to chemical stimuli: towards machine-animal computational technologies
Published in International journal of machine learning and cybernetics (01-05-2024)“…Orthoptera are insects with excellent olfactory sense abilities due to their antennae richly equipped with receptors. This makes them interesting model…”
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A comprehensive atlas of perineuronal net distribution and colocalization with parvalbumin in the adult mouse brain
Published in Cell reports (Cambridge) (25-07-2023)“…Perineuronal nets (PNNs) surround specific neurons in the brain and are involved in various forms of plasticity and clinical conditions. However, our…”
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Combining GANs and AutoEncoders for efficient anomaly detection
Published in 2020 25th International Conference on Pattern Recognition (ICPR) (10-01-2021)“…In this work, we propose CBiGAN - a novel method for anomaly detection in images, where a consistency constraint is introduced as a regularization term in both…”
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Conference Proceeding -
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Improving the Adversarial Robustness of Neural ODE Image Classifiers by Tuning the Tolerance Parameter
Published in Information (Basel) (01-12-2022)“…The adoption of deep learning-based solutions practically pervades all the diverse areas of our everyday life, showing improved performances with respect to…”
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Car parking occupancy detection using smart camera networks and Deep Learning
Published in 2016 IEEE Symposium on Computers and Communication (ISCC) (01-06-2016)“…This paper presents an approach for real-time car parking occupancy detection that uses a Convolutional Neural Network (CNN) classifier running on-board of a…”
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Conference Proceeding -
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Learning accurate personal protective equipment detection from virtual worlds
Published in Multimedia tools and applications (01-06-2021)“…Deep learning has achieved impressive results in many machine learning tasks such as image recognition and computer vision. Its applicability to supervised…”
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NoR-VDPNet++: Real-Time No-Reference Image Quality Metrics
Published in IEEE access (2023)“…Efficiency and efficacy are desirable properties for any evaluation metric having to do with Standard Dynamic Range (SDR) imaging or with High Dynamic Range…”
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Interactive multimodal video search: an extended post-evaluation for the VBS 2022 competition
Published in International journal of multimedia information retrieval (01-06-2024)“…CLIP-based text-to-image retrieval has proven to be very effective at the interactive video retrieval competition Video Browser Showdown 2022, where all three…”
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The VISIONE Video Search System: Exploiting Off-the-Shelf Text Search Engines for Large-Scale Video Retrieval
Published in Journal of imaging (23-04-2021)“…This paper describes in detail VISIONE, a video search system that allows users to search for videos using textual keywords, the occurrence of objects and…”
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Evaluating Performance and Trends in Interactive Video Retrieval: Insights From the 12th VBS Competition
Published in IEEE access (2024)“…This paper conducts a thorough examination of the 12th Video Browser Showdown (VBS) competition, a well-established international benchmarking campaign for…”
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Detection of Face Recognition Adversarial Attacks
Published in Computer vision and image understanding (01-01-2021)“…Deep Learning methods have become state-of-the-art for solving tasks such as Face Recognition (FR). Unfortunately, despite their success, it has been pointed…”
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Solving the same-different task with convolutional neural networks
Published in Pattern recognition letters (01-03-2021)“…•Same-different problems can be solved using modern convolutional networks.•Residual connections seems not to have a primary role in the convergence.•Older…”
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Large-scale instance-level image retrieval
Published in Information processing & management (01-11-2020)“…•We propose a novel approach to tackle large-scale image retrieval on deep-learned image descriptors by transforming the vectorial descriptors into surrogate…”
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15
LSTM-based real-time action detection and prediction in human motion streams
Published in Multimedia tools and applications (01-10-2019)“…Motion capture data digitally represent human movements by sequences of 3D skeleton configurations. Such spatio-temporal data, often recorded in the…”
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Multi-camera vehicle counting using edge-AI
Published in Expert systems with applications (30-11-2022)“…This paper presents a novel solution to automatically count vehicles in a parking lot using images captured by smart cameras. Unlike most of the literature on…”
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An embedded toolset for human activity monitoring in critical environments
Published in Expert systems with applications (01-08-2022)“…In many working and recreational activities, there are scenarios where both individual and collective safety have to be constantly checked and properly…”
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Efficient Evaluation of Image Quality via Deep-Learning Approximation of Perceptual Metrics
Published in IEEE transactions on image processing (01-01-2020)“…Image metrics based on Human Visual System (HVS) play a remarkable role in the evaluation of complex image processing algorithms. However, mimicking the HVS is…”
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Behavioral impulsivity is associated with pupillary alterations and hyperactivity in CDKL5 mutant mice
Published in Human molecular genetics (28-11-2022)“…Cyclin-dependent kinase-like 5 (Cdkl5) deficiency disorder (CDD) is a severe neurodevelopmental condition caused by mutations in the X-linked Cdkl5 gene. CDD…”
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Adversarial image detection in deep neural networks
Published in Multimedia tools and applications (01-02-2019)“…Deep neural networks are more and more pervading many computer vision applications and in particular image classification. Notwithstanding that, recent works…”
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