Masking Preprocessing in Transfer Learning for Damage Building Detection

Toba, Hapnes and Bunyamin, Hendra and Widyaya, Juan Elisha and Wibisono, Christian and Haryadi, Lucky Surya (2023) Masking Preprocessing in Transfer Learning for Damage Building Detection. IAES International Journal of Artificial Intelligence, 12 (2). pp. 552-559. ISSN 2252-8938

	Text 2023-Masking Preprocessing_Lengkap.pdf Download (3324Kb)
	Text 7. Turnitin_Masking Preprocessing.pdf Download (2464Kb)

Abstract

The sudden climate change occurring in different places in the world has made disasters more unpredictable than before. In addition, responses are often late due to manual processes that have to be performed by experts. Consequently, major advances in computer vision (CV) have prompted researchers to develop smart models to help these experts. We need a strong image representation model, but at the same time, we also need to prepare for a deep learning environment at a low cost. This research attempts to develop transfer learning models using low-cost masking pre-processing in the experimental building damage (xBD) dataset, a large-scale dataset for advancing building damage assessment. The dataset includes eight types of disasters located in fifteen different countries and spans thousands of square kilometers of satellite images. The models are based on U-Net, i.e., AlexNet, visual geometry group (VGG)-16, and ResNet-34. Our experiments show that ResNet-34 is the best with an F1 score of 71.93%, and an intersection over union (IoU) of 66.72%. The models are built on a resolution of 1,024 pixels and use only first-tier images compared to the state-of-the-art baseline. For future orientations, we believe that the approach we propose could be beneficial to improve the efficiency of deep learning training.

Item Type:	Article
Contributors:	Contribution Contributors NIDN/NIDK Email UNSPECIFIED Toba, Hapnes UNSPECIFIED UNSPECIFIED UNSPECIFIED Bunyamin, Hendra UNSPECIFIED UNSPECIFIED UNSPECIFIED Widyaya, Juan Elisha UNSPECIFIED UNSPECIFIED UNSPECIFIED Wibisono, Christian UNSPECIFIED UNSPECIFIED UNSPECIFIED Haryadi, Lucky Surya UNSPECIFIED UNSPECIFIED
Uncontrolled Keywords:	Classification, Convolutional neural network, Damage building detection, Image segmentation, Transfer learning
Subjects:	T Technology > T Technology (General)
Depositing User:	Perpustakaan Maranatha
Date Deposited:	30 Aug 2023 10:18
Last Modified:	30 Aug 2023 10:18
URI:	http://repository.maranatha.edu/id/eprint/32094

Actions (login required)

View Item