Detection and Measurement System for Button Mushrooms Using Convolutional Neural Network by Yong, Lio Wei, Ambar, Radzi, Abd Wahab, Mohd Helmy, Abd Jamil, Muhammad Mahadi, Choon, Chew Chang

“…The performance of the YOLOv4 models was evaluated across various iterations ranging from 1000 to 6000 iterations. …”
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Comparison of different deep learning object detection algorithms on fruit drying characterization by Umair, Mohammad Yamin, Norazlianie, Sazali, Kettner, Maurice, Mohd Azraai, Mohd Razman, Weiβ, Robert

“…This study employs three deep learning object detection models: You Only Look Once v5m (YOLOv5m), Single Shot Detector (SSD) MobileNet and EfficientDet. …”
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Loh Fui Qi overcomes loss to achieve Telekom Malaysia Berhad Excellence Award by Noraini, Yusoff

“…GAMBANG, 29 October 2024 – “My life principle is ‘YOLO’ (You Only Live Once),” said Loh Fui Qi, 24, a graduate of Universiti Malaysia Pahang Al-Sultan Abdullah (UMPSA), who recently received the Telekom Malaysia Berhad Excellence Award at the 19th UMPSA Convocation Ceremony.…”
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Twisted formalism for 3d N=4 theories by Garner, N

“…We rederive many known results from this perspective, including state spaces on Riemann surfaces, deformations induced by flavor symmetries, the boundary VOAs of Costello–Gaiotto, and the category of line operators as proposed by Costello–Dimofte–Gaiotto–Hilburn–Yoo. Along the way, we show how the secondary product of local operators in the holomorphic–topological twist is related to the secondary product in the fully topological twist.…”

Towards real-time monitoring of insect species populations by Venverloo, Titus, Duarte, Fábio

“…We leverage an image data source with 16 million instances and a recent improvement in the YOLO computer vision architecture to present a quick and open-access method to develop visual AI models to monitor insect species across climatic regions.…”
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Night vision with unmanned surface vehicle (USV) by Ang, Claryl Hui Ern

“…The types of object detection algorithms are Histogram of oriented gradients(HOG), Convolutional Neural Networks (CNNs) and You Only Look Once (YOLO).…”
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Object recognition and pose estimation in robotic grasping system by Zhou, Jiadong

“…Specifically, two problems addressed in the system are: i) identification and segmentation of the objects in the scene images with a fully convolutional neural network called YOLO, and ii) determination of the objects’ 6D poses by performing geometry-based methods on the point clouds. …”
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Adaptation of object detection networks under anomalous conditions by Koh, Rachel

“…This paper proposes combining OOD explanation and object detection model into a pipeline that maximizes efficiency and maintains accuracy across different OOD situations. We use YOLOv7 as the object detection model, which accepts different input sizes with a single set of weights. …”
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Fish classification and deep learning by Zhang, Dawei

“…After pretreatment of dataset and cropping operation based on YOLOv7, high classification accuracies for tank A, B, C, and D with 90.14%, 81.74%, 92.81%, and 80.35% are achieved for this meta framework.…”
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Development of robotic grasping of object detection model by Koh, Aloysius Jun Jie

“…It provides a comprehensive documentation of the process involved in training the YOLOv5 robotic grasping model, starting from the stage of image collection, proceeding to the development of algorithms aimed at identifying feasible grasping points based on the detected data, and culminating in the implementation of the model and algorithms onto an actual robotic arm for simulation.…”
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Automatic identification of vehicles from single view by Lim, Nicholas Shin Cheong

“…An autonomous vehicle detection system will be developed through the process of this project, whereby it incorporates the YOLOv4 CSPDarknet 53 architecture to train on images of objects required for detection. …”
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Deep learning for fabric defect detection by Nangia, Saniya

“…In this study, a modified StackBox ensemble method is implemented. The base models, YOLOv8 and RT-DETR, are fine-tuned on a dataset of patterned fabric defects to find the optimal model configurations. …”
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Applications of artificial intelligence in real-time video analytics by Liu, Zhemin

“…The pipeline first consists of vehicle detection using a deep learning based object detection algorithm, You Only Look Once Version 3 (YOLOv3), to detect vehicles. Next, movement tracking using template matching and Intersection over Union (IoU) are performed to track the time since the violating vehicle has remained stationary. …”
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Real time multiple object tracking using deep features and localization information by Karunasekera, Hasith, Zhang, Handuo, Wang, Han

“…These dissimilarity values are used in Hungarian Algorithm [1] in the data association step for track identity assignment. We make use of YOLO [2] deep learning based object detector in the detection step from camera image feed. …”
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Demo abstract: real-time out-of-distribution detection on a mobile robot by Yuhas, Michael, Easwaran, Arvind

“…The robot navigates a miniature town using image data and a YOLO object detection network. We show that our OOD detector is capable of identifying OOD images in real-time on an embedded platform concurrently performing object detection and lane following. …”
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Small object recognition using machine learning techniques by Loy, Hui Juan

“…The first task of this project considered different models of varying accuracy and computation time, specifically You Only Look Once (YOLO) and Single Shot Detector (SSD), to a set criteria derived from pre-existing standards. …”
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Advancements and challenges: a comprehensive review of GAN-based models for the mitigation of small dataset and texture sticking issues in fake license plate recognition by Habeeb, Dhuha, Alhassani, A.H., Abdullah, Lili N., Der, Chen Soong, Alasadi, Loway Kauzm Qata

“…Notable achievements include high accuracy in License Plate Character Recognition (LPCR), advancements in generating new format license plates, and improvements in license plate detection using YOLO. The second focal point of this review centers on mitigating the texture sticking problem, a crucial concern in GAN-generated content. …”
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Development of a robot vision system for object detection and localization by Ning, Shuqi

“…Firstly, the composition and principle of object detection algorithm under deep learning are studied, and YOLOv2 algorithm is selected as the object detection algorithm. …”
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Vision-based tangible maths tutor by Toh, Jun Wei

“…The system, called VTMT, uses a set of tangible manipulatives for interacting with the system. A YOLOv4-tiny object detection model was trained to detect these tangible manipulatives and deployed in a mobile application. …”
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Opto-mechatronics instrumentation of a specialty optical fiber based optogenetic probe by Gokulnath, Rajendran

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