KMITL Innovation Expo 2025 Logo

Planted filter with Golden apple snail&Green caviar

Abstract

The reason of this project is How to make water system during breeding Golden apple snail&Green caviar with limitation area. Make sure that waterfowl system can work

Objective

ต้องการสร้างระบบน้ำและเลี้ยงสัตว์น้ำในพื้นที่ที่มีจำกัด

Other Innovations

A Unified Framework for Automated Captioning and Damage Segmentation in Car Damage Analysis

คณะเทคโนโลยีสารสนเทศ

A Unified Framework for Automated Captioning and Damage Segmentation in Car Damage Analysis

This research presents a deep learning method for generating automatic captions from the segmentation of car part damage. It analyzes car images using a Unified Framework to accurately and quickly identify and describe the damage. The development is based on the research "GRiT: A Generative Region-to-text Transformer for Object Understanding," which has been adapted for car image analysis. The improvement aims to make the model generate precise descriptions for different areas of the car, from damaged parts to identifying various components. The researchers focuses on developing deep learning techniques for automatic caption generation and damage segmentation in car damage analysis. The aim is to enable precise identification and description of damages on vehicles, there by increasing speed and reducing the work load of experts in damage assessment. Traditionally, damage assessment relies solely on expert evaluations, which are costly and time-consuming. To address this issue, we propose utilizing data generation for training, automatic caption creation, and damage segmentation using an integrated framework. The researchers created a new dataset from CarDD, which is specifically designed for cardamage detection. This dataset includes labeled damages on vehicles, and the researchers have used it to feed into models for segmenting car parts and accurately labeling each part and damage category. Preliminary results from the model demonstrate its capability in automatic caption generation and damage segmentation for car damage analysis to be satisfactory. With these results, the model serves as an essential foundation for future development. This advancement aims not only to enhance performance in damage segmentation and caption generation but also to improve the model’s adaptability to a diversity of damages occurring on various surfaces and parts of vehicles. This will allow the system to be applied more broadly to different vehicle types and conditions of damage inthe future

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The extraction of prebiotic from spent coffee grounds

คณะอุตสาหกรรมอาหาร

The extraction of prebiotic from spent coffee grounds

Spent coffee grounds (SCG) are a byproduct of the coffee brewing process, and their quantity continues to increase due to the growing global coffee consumption. SCG contain beneficial compounds such as polysaccharides, dietary fibers, and antioxidants, which can be utilized in various applications, including prebiotic extraction. This study focuses on extracting prebiotics from SCG using acid hydrolysis and enzymatic hydrolysis methods to evaluate their potential in promoting the growth of beneficial gut microorganisms. The expected results of this research include adding value to coffee industry waste, reducing organic waste, and providing a sustainable approach to developing prebiotic products for use in the food and health industries. Furthermore, this study aligns with sustainable resource utilization and environmentally friendly practices.

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Processed pineapple

คณะบริหารธุรกิจ

Processed pineapple

The goal of the processed pineapple study is to reduce the number of pineapples wasted as a result of climate change and to determine the best way for processing different pineapple species. The drying method, also known as dehydration, is chosen for processing because it is appropriate for the variety's features and will provide the maximum benefit while reducing waste, resulting in the most value for the product. This study was carried out to develop the processing of new kinds, use various processing principles to adapt to this pineapple variety, raise the value of agricultural goods, significantly reduce waste, and provide marketing potential in the future.

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