Knowledge-driven description synthesis for floor plan interpretation

نویسندگان

چکیده

Image captioning is a widely known problem in the area of AI. Caption generation from floor plan images has applications indoor path planning, real estate, and providing architectural solutions. Several methods have been explored literature for generating captions or semi-structured descriptions images. Since only caption insufficient to capture fine-grained details, researchers also proposed descriptive paragraphs However, these rigid structure lack flexibility, making it difficult use them real-time scenarios. This paper offers two models, description synthesis image cue (DSIC) transformer-based (TBDG), text These models take advantage modern deep neural networks visual feature extraction generation. The difference between both way they input image. DSIC model takes features automatically extracted by network, while TBDG learns textual with paragraphs. specific keywords generated understanding make more robust general Experiments were carried out on large-scale publicly available dataset compared state-of-the-art techniques show model’s superiority.

برای دانلود باید عضویت طلایی داشته باشید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Plan Synthesis for Knowledge and Action Bases

We study plan synthesis for a variant of Knowledge and Action Bases (KABs), a rich, dynamic framework, where states are description logic (DL) knowledge bases (KBs) whose extensional part is manipulated by actions that possibly introduce new objects from an infinite domain. We show that plan existence over KABs is undecidable even under severe restrictions. We then focus on state-bounded KABs, ...

متن کامل

Granular Floor Plan Representation for Evacuation Modeling

In this paper we describe the architecture of a simple evacuation model which is based on a graph representation of the scene. Such graphs are typically constructed using Medial Axis Transform (MAT) or Straight Medial Axis Transform (S-MAT) transformations, the former being a part of the Voronoi diagram (Dirichlet tessellation) of the floor plan. In our work we construct such graphs for floor p...

متن کامل

Description of personal knowledge management as a base for knowledge management.

Abstract Personal knowledge management has been developed in various fields such as knowledge management, personal information management, communication psychology and philosophy of science, management, communications, and so a lot of research to a few experimental or approved about (PKM) is a research that the original data is just a few pages. So research in this area seems to be very focuse...

متن کامل

RadShield: semiautomated shielding design using a floor plan driven graphical user interface

The purpose of this study was to introduce and describe the development of RadShield, a Java-based graphical user interface (GUI), which provides a base design that uniquely performs thorough, spatially distributed calculations at many points and reports the maximum air-kerma rate and barrier thickness for each barrier pursuant to NCRP Report 147 methodology. Semiautomated shielding design calc...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: International Journal on Document Analysis and Recognition

سال: 2021

ISSN: ['1433-2833', '1433-2825']

DOI: https://doi.org/10.1007/s10032-021-00367-3