Interior Space Design and Automatic Layout Method Based on CNN

نویسندگان

چکیده

With the rapid rise in number of people buying houses, demand for interior space design has also increased accordingly. The diversification existing room types and diversity public’s perception fashion make designers short supply. future computer science technology field automatic indoor areas will be immeasurable. This paper proposes an layout method spatial area based on convolutional neural networks (CNN). CNN methods are a fast efficient method. By mimicking designer’s process, it two-stage algorithm that defines first wall later, provides large-scale dataset called RPLAN contains more than 80,000 plans from real residential buildings. Starting prediction living room, is completed by iteration. A large empirical results show effect this comparable to floor plan professional designers.

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

CNN-Based Automatic Urinary Particles Recognition

The urine sediment analysis of particles in microscopic images can assist physicians in evaluating patients with renal and urinary tract diseases. Manual urine sediment examination is labor-intensive, subjective and time-consuming, and the traditional automatic algorithms often extract the hand-crafted features for recognition. Instead of using the hand-crafted features, in this paper, we explo...

متن کامل

Multi-objective Design for Space Layout Topology

A novel method to produce space layout topologies for architectural design is described. From the uniformly distributed design solutions in the solution space the corresponding design requirements are computed according to a given norm and metric function. The system is based on graph representation of the layout so that the desired relations between the pairs of nodes are considered to be inde...

متن کامل

New Automatic Layout Method based on Magnetic Spring Model for Object Diagrams of OMT

We propose to apply Magnetic Spring Model for arranging object diagrams of OMT. The main characteristics of our automatic layout method are: efficient space utilization; arranging connected classes nearer to each other; and keeping the meaning of relationships in the diagram. We carried out experiments to compare the new method and the existing ones. In our layout method, most of the nodes are ...

متن کامل

Design of Cnn Filters in Log-polar Space

Cellular Neural Networks are very suitable to realize single-chip focal-plane image processing for artificial vision in the context of space-variant active vision. A new solution is presented for optical flow computation in continuous time, by a differential method based on the equation of continuity and the smoothness constraint.

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: Mathematical Problems in Engineering

سال: 2022

ISSN: ['1026-7077', '1563-5147', '1024-123X']

DOI: https://doi.org/10.1155/2022/8006069