0% Complete
فارسی
Home
/
دوازدهمین کنفرانس بین المللی فناوری اطلاعات و دانش
Conceptual Intelligent Model for Visual Question Answering using Attention Mechanism and Relational Reasoning
Authors :
ٍElham Alighardash
1
Hassan Khotanlou
2
Vahid Pour Amin
3
1- دانشگاه بوعلی سینا
2- دانشگاه بوعلی سینا
3- دانشگاه سیدجمال الدین اسدآبادی
Keywords :
visual question answering, attention mechanism, visual reasoning, zero-shot learning
Abstract :
In recent years, a great deal of interest in research of Visual Question Answering (VQA) has been propounded it as a hot topic in computer vision. Many sub-problems were raised in this regard, and reasonable efforts have been made to solve them. Considering salient elements of different modalities, discovering inter or intra correlation, proper information fusion method, using supplementary information of external knowledge bases, visual reasoning, and accepting correct answers that have not been seen before in the training set are examples of these issues. In this paper, the focus is on reinforcing the model by reasoning about complex questions, applying the attention mechanism, and leveraging knowledge graphs (KG) to improve the generated answers. Moreover, the proposed conceptual model includes a zero-shot learning method to allow unlabeled correct answers by implementing a semantic space mapping approach. The use of the fact-based VQA knowledge base for integrating the scene graph with additional information is suggested in the research. It is expected that based on the proposed approach of the framework, its implementation will lead to better accuracy and improvement in efficiency for predicting the appropriate answers.
Papers List
List of archived papers
تشخیص حمله تزریق داده کاذب با روش OCD در شبکه هوشمند برق
محدثه جلیلی سنجرانی - سعید جلیلی - محمدکاظم شیخ الاسلامی
Automatic identification and reconstruction of Tuberculosis in microscopic images using convolutional auto-encoder network
Ahmad Reza Nadafi - Farahnaz Mohanna
Silicon photonic microring resonators: A Novel optical router based on Negative-First routing algorithm
Negin Bagheri Renani - Elham Yaghoubi
جایگزینی دارو براساس پیشبینی یال روی گرافهای ناهمگون با بهرهگیری از جاسازی گراف ناهمگون
رسول سامانی - فهیمه شاهرخ شهرکی - دکتر ناصر قدیری رسول سامانی - فهیمه شاهرخ شهرکی - ناصر قدیری -
AI-based Message Spam Classification Framework for Secure Autonomous Vehicles Communication
Riya Upadhyay - Mili Virani - Lakshit Pathak - Rajesh Gupta - Sudeep Tanwar - Hossein Shahinzadeh
حفظ حریم خصوصی در انتشار نسخه های متوالی دادههای شبکه اجتماعی با امکان افزایش یال
طاهره سرزهی - دکتر مهری رجایی طاهره سرزهی - مهری رجایی -
خوشه بندی مقید داده ها به کمک اتوماتای یادگیر سلولی
شکوفه علی محمدی - احمدعلی آبین
شکلدهی سه بعدی پرتو و بهبود نرخ امن در شبکههای مخابراتی بیسیم-تواندادهشده مبتنی بر صفحات بازتابی هوشمند
کوثر انصاری - دکتر مهدی مجیدی
Architectural Insights: Comparing Weight Stationary and Output Stationary Systolic Arrays for Efficient Computation
Mahdi Kalbasi
Improving Drug-Target Interaction Prediction Using Enhanced Feature Selection
Maryam Taheri - Mohammad Reza Keyvanpour - Mohadeseh Saadat Mousavi
more
Samin Hamayesh - Version 41.3.1