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BAM property Design Contest #9

Abstract

A commercial architecture consists of a community mall and home offices. The project’s main concept concerns the lack of activities around the given site. The project tackles the main issues of underdevelopment by aiming to bring back the liveliness of the local people back by integrating work-life symbolism and natural spaces, resulting in an interesting design.

Objective

โปรเจคตามหลักสูตรออกแบบสถาปัตยกรรม 4 ชั้นปีที่ 3 เพื่อเปิดโอกาสให้นักศึกษาได้แสดงความรู้ ความสามารถ รวมถึงความคิดสร้างสรรค์ด้านการออกแบบ สําหรับการลงทุนเพื่อการพัฒนาที่ดิน ให้เป็น พื้นที่เชิงพาณิชย์พร้อมบ้านพักอาศัย ให้มีความพิเศษและน่าสนใจ ตามแนวคิด Concept Green & Digital

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This thesis presents the application of deep learning for object classification. The selected deep learning architectures studied include Convolutional Neural Networks (CNN) and ResNet18. It covers data preparation, feature extraction, parameter tuning for accuracy comparison, and performance evaluation of the selected models. The aim is to propose an efficient model for use in devices that assist visually impaired individuals in classifying indoor objects and providing sound alerts.

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