INOVTEK Polbeng - Seri Informatika
Vol. 11 No. 3 (2026): August (Inpress)

Implementation U-Net for Semantic Segmentation and Perspective Transformation in Floor Tile Virtual Try-On Systems

Fahrul Rozi (Buana Perjuangan Karawang University)
Ayu Ratna Juwita (Buana Perjuangan Karawang University)
Yusuf Eka Wicaksana (Buana Perjuangan Karawang University)
Deden Wahiddin (Buana Perjuangan Karawang University)
Sutan Faisal (Buana Perjuangan Karawang University)
Dwi Sulistya Kusumaningrum (Buana Perjuangan Karawang University)



Article Info

Publish Date
02 Jul 2026

Abstract

Conventional floor tile VTO systems rely on printed catalogs, physical samples, or marker-based AR, making it difficult for consumers to visualize ceramic products in real rooms. This study proposes a markerless VTO framework integrating U-Net floor segmentation and homography-based perspective transformation. The model was pre-trained on 5,285 SUN RGB-D images and fine-tuned on 1,338 customer-room images from PT Concord Industry, divided into training, validation, and independent test sets using a 70:20:10 ratio. Segmentation was evaluated using IoU, Dice Coefficient, Pixel Accuracy, Precision, and Recall. Perspective alignment was evaluated using four-corner Mean Angular Error (MAE) on two room images representing conditions with and without excessive furniture, while system functions were validated through black-box testing. The fine-tuned U-Net with a ConvNeXt-V2-Huge encoder achieved an IoU of 0.9483, a Dice Coefficient of 0.9671, a Pixel Accuracy of 0.9891, a Precision of 0.9675, and a Recall of 0.9702. The perspective module achieved an average MAE of 5.92° and produced visually coherent tile alignment. These results demonstrate the framework's potential to support realistic floor tile visualization and reduce uncertainty during product selection.  

Copyrights © 2026






Journal Info

Abbrev

ISI

Publisher

Subject

Computer Science & IT

Description

The Journal of Innovation and Technology (INOVTEK Polbeng—Seri Informatika) is a distinguished publication hosted by the State Polytechnic of Bengkalis. Dedicated to advancing the field of informatics, this scientific research journal serves as a vital platform for academics, researchers, and ...