AI TOP Database
- [:en]Title of the resource[:bg]Заглавие на ресурса[:nl]Titel van de bron[:sr]Назив ресурса[:el]Τίτλος της πηγής[:]
- Deep Learning Based Recognition of Meltdown in Autistic Kids
- [:en]Who am I?[:bg]Вие сте:[:nl]Wie ben ik?[:sr]Ко сам ја?[:el]Ποιός είμαι;[:]
- [:en]Type of the resource[:bg]Вид на ресурса[:nl]Type van de bron[:sr]Тип ресурса[:el]Τύπος της πηγής[:]
- [:en]Scientific article[:bg]Научна статия[:nl]Wetenschappelijk artikel[:sr]Научни чланак[:el]Επιστημονικό άρθρο[:]
- [:en]Languages available[:bg]Налични езици[:nl]Beschikbare talen[:sr]Доступни језици[:el]Διαθέσιμες γλώσσες[:]
- [:en]English[:bg]Английски[:nl]Engels[:sr]Енглески[:el]Αγγλικά[:]
- [:en]Country of implementation[:bg]Държава на приложение[:nl]Land van implementatie[:sr]Земља имплементације[:el]Χώρα εφαρμογής[:]
- [:en]USA[:bg]САЩ[:nl]Verenigde Staten[:sr]Сједињене Америчке Државе[:el]Η.Π.Α.[:]
- [:en]Type of access[:bg]Тип достъп[:nl]Type toegang[:sr]Тип приступа[:el]Είδος πρόσβασης[:]
- [:en]Available after registration[:bg]Достъпен след регистрация[:nl]Beschikbaar na registratie[:sr]Доступност након регистрације[:el]Διαθέσιμο μετά την εγγραφή, [:en]Payment needed[:bg]Изисква се плащане[:nl]Betaling nodig[:sr]Потребно плаћање[:el]Απαιτείται πληρωμή
- [:en]Main description[:bg]Описание[:nl]Hoofdbeschrijving[:sr]Главни опис[:el]Κύρια περιγραφή[:]
- Children with autism often experience sudden meltdowns which not only makes the moment tough for the caretakers/parents but also make the children hurt themselves physically. Studies have discovered that children with autistic spectrum disorder exhibit certain actions through which we can anticipate mutilating meltdowns in them. The objective of the project is to build a system that can recognize such kind of actions using deep learning techniques thereby, notifying the caretakers/parents so that they can get the situation under control in lesser time. Using deep learning RCNNs, researchers can train the system faster yet reliable because unlike all the machine learning algorithms, deep learning algorithms are more efficient and have more scope into future. They have trained a classifier on images that are gathered from videos and reliable internet sources with most predictive gestures, through which they can detect the meltdowns more precisely. Researchers have trained a model that validated the accuracy by ~93% which is accompanied by a loss/train classifier with a minimal 0.4% loss. Functional testing was done through feeding the deep neural network with chosen actions performed by five individuals that resulted in an accuracy of ~92% in all cases, which can assure the real-time usage of the system.
- [:en]Resource URL[:bg]URL адрес на ресурса[:nl]Bron-URL[:sr]Ресурс УРЛ[:el]URL πόρου[:]
- Deep Learning Based Recognition of Meltdown in Autistic Kids
- [:en]Resource[:bg]Ресурс[:nl]Bron[:sr]Ресурс[:el]Πηγή[:]
- [:en]Type of setting[:bg]Тип среда[:nl]Type instelling[:sr]Тип подешавања[:el]Τύπος ρύθμισης[:]
- [:en]Controlled environment (therapy room/sensory room/specialized lab)[:bg]Контролирана среда (терапевтична стая/сензорна стая/специализирана лаборатория)[:nl]Gecontroleerde omgeving (therapieruimte/sensorische ruimte/gespecialiseerd laboratorium)[:sr]Контролисано окружење(терепијска соба/чулна соба/специјализована лабораторија)[:el]Ελεγχόμενο περιβάλλον (αίθουσα θεραπείας/αισθητηριακή αίθουσα/εξειδικευμένο εργαστήριο)[:]
- [:en]Type of challenge addressed[:bg]Вид предизвикателство[:nl]Soort uitdaging die wordt aangepakt[:sr]Тип изазовне адресе[:el]Τύπος αντιμετώπισης της πρόκλησης[:]
- [:en]Challenging behaviour[:bg]Предизвикателно поведение[:nl]Uitdagend gedrag[:sr]Изазовно поношање[:el]Προκλητική συμπεριφορά[:]