Classificazione di oggetti in immagini attraverso il modello Bag of Visual Words

Generic object recognition is an important function of the human visual system and everybody finds it highly useful in their everyday life. For an artificial vision system it is a really hard, complex and challenging task because instances of the same object category can generate very different images, depending of different variables such as illumination conditions, the pose of an object, the viewpoint of the camera, partial occlusions, and unrelated background clutter. The purpose of this thesis is to develop a system that is able to classify objects in 2D images based on the context, and identify to which category the object belongs to. Given an image, the system can classify it and decide the correct categorie of the object. Furthermore the objective of this thesis is also to test the performance and the precision of different supervised Machine Learning algorithms in this specific task of object image categorization. Through different experiments the implemented application reveals good categorization performances despite the difficulty of the problem. However this project is open to future improvement; it is possible to implement new algorithms that has not been invented yet or using other techniques to extract features to make the system more reliable. This application can be installed inside an embedded system and after trained (performed outside the system), so it can become able to classify objects in a real-time. The information given from a 3D stereocamera, developed inside the department of Computer Engineering of the University of Bologna, can be used to improve the accuracy of the classification task. The idea is to segment a single object in a scene using the depth given from a stereocamera and in this way make the classification more accurate.

The Presence of Words in Visual Art from Surrealism to Conceptualism

Without a doubt, one of the biggest changes that affected XXth century art is the introduction of words into paintings and, in more recent years, in installations. For centuries, if words were part of a visual composition, they functioned as reference; strictly speaking, they were used as a guideline for a better perception of the subject represented. With the developments of the XXth century, words became a very important part of the visual composition, and sometimes embodied the composition itself. About this topic, American art critic and collector Russell Bowman wrote an interesting article called Words and images: A persistent paradox, in which he examines the American and the European art of the XXth century in almost its entirety, dividing it up in six “categories of intention”. The aforementioned categories are not based on the art history timeline, but on the role that language played for specific artists or movements. Taking inspiration from Bowman's article, this paper is structured in three chapters, respectively: words in juxtaposition and free association, words as means of exploration of language structures, and words as means for political and personal messages. The purpose of this paper is therefore to reflect on the role of language in contemporary art and on the way it has changed from artist to artist.

Progetto vhdl di un nucleo di calcolo per misure di impedenza basate su segnali pseudo-random

In questo elaborato si affronta il progetto di un nucleo di calcolo per misure d'impedenza sulla pelle tramite l'utilizzo di segnali pseudo-random. La misura viene effettuata applicando il segnale casuale all'impedenza per ottenere la risposta impulsiva tramite un'operazione di convoluzione. Il nucleo di calcolo è stato implementato in VHDL.

Analisi della sicurezza del protocollo WPS ed offline cracking basato su generatori di numeri pseudo-casuali a bassa entropia

In questa tesi si analizza in parte il Wi-Fi Protected Setup (WPS), standard creato con l’obiettivo di configurare in maniera semplice, sicura e veloce reti Wi-Fi. Dopo avere introdotto lo standard ne vengono presentate le vulnerabilità progettuali ed anche quelle relative a problematiche implementative. In seguito viene mostrato il programma che si è sviluppato per eseguire una delle tipologie di attacchi presentati.

Sulla Pseudo-Telepatia Quantistica

La tesi descrive il fenomeno della pseudo-telepatia quantistica; vengono spiegati quali avvenimenti storici hanno portato alla nascita di questa teoria. Attraverso vari esempi, in un primo momento si cerca di far capire cosa sia realmente il fenomeno analizzato, successivamente verrà dimostrato che la pseudo-telepatia è la migliore strategia esistente per la risoluzione di alcune particolari tipologie di compiti.