The real estate market is becoming one of the most competitive in terms of pricing and same tends to vary significantly based on various factors. This paper focuses on identifying the type of land and estimating the price using convolutional neural network. Deep learning algorithms exhibit marvelous performance over conventional machine learning algorithms identifying the complex patterns. In this paper two Convolutional Neural Network (CNN) models are used. One is self-proposed model and another is ResNet152V2 model. Models are trained using aerial land image dataset. The ResNet152V2model showed high accuracy compared to the self proposed model. This system helps the land owner to acquire some basic essential details about the land.
REFERENCES
1.
Althwaini
, Abdulkareem
. (2016
). Aerial Image segmentation.
.2.
Bender
, Filmore
& Douglass
, Larry
& Kramer
, Amihud
. (2020
). Multiple Regression.
.3.
Coqueret
, Guillaume
& Guida
, Tony
. (2020
). Neural networks.
.4.
Deco
, Gustavo
& Parra
, Lucas
. (1995
). Unsupervised learning for Boltzman Machines
. NETWORK-COMPUT NEURAL SYST.
6
. 437
–448
. .5.
Ho
, Winky
& Tang
, Bo-Sin
& Wong
, Siu
. (2020
). Predicting property prices with machine learning algorithms
. Journal of Property Research.
1
–23
. .6.
Mathar
, Rudolf
& Alirezaei
, Gholamreza
& Balda
, Emilio
& Behboodi
, Arash
. (2020
). Support Vector Machines.
.7.
Pollock
, D.
(2008
). Statistical Fourier Analysis: Clarifications and Interpretations
. Department of Economics, University of Leicester, Discussion Papers in Economics.
1
. .8.
Rafiei
, Mohammad
H.
& Adeli
, Hojjat
. (2015
). A Novel Machine Learning Model for Estimation of Sale Prices of Real Estate Units
. Journal of Construction Engineering and Management.
142
. 04015066
. .9.
Sampathkumar
, V.
& Santhi
, M.
& Vanjinathan
, J.
(2015
). Forecasting the Land Price Using Statistical and Neural Network Software
. Procedia Computer Science.
57
. 112121
. .10.
Sridhar
Lakshmanan
(2005
), Statistical Methods for Image Segmentation in Handbook of Image and Video Processing
(Second Edition) Tang
, W.-M.
(2005
). The study of the optimal structure of BP Nueral network.
25
. 95100
.11.
Yan
sun
(2019
). Real Estate Evaluation Model Based on Genetic Algorithm Optimized Neural Network.
12.
This content is only available via PDF.
© 2021 Author(s).
2021
Author(s)
You do not currently have access to this content.