YOLO-v1 to YOLO-v8, the rise of YOLO and its complementary nature toward digital manufacturing and industrial defect detection
M Hussain - Machines, 2023 - mdpi.com
Since its inception in 2015, the YOLO (You Only Look Once) variant of object detectors has
rapidly grown, with the latest release of YOLO-v8 in January 2023. YOLO variants are …
rapidly grown, with the latest release of YOLO-v8 in January 2023. YOLO variants are …
Deep learning methods for object detection in smart manufacturing: A survey
Object detection for industrial applications refers to analyzing the captured images and
videos and finding the relationship between the detected objects for better optimization, data …
videos and finding the relationship between the detected objects for better optimization, data …
Domain feature mapping with YOLOv7 for automated edge-based pallet racking inspections
Pallet racking is an essential element within warehouses, distribution centers, and
manufacturing facilities. To guarantee its safe operation as well as stock protection and …
manufacturing facilities. To guarantee its safe operation as well as stock protection and …
A comprehensive review of convolutional neural networks for defect detection in industrial applications
Quality inspection and defect detection remain critical challenges across diverse industrial
applications. Driven by advancements in Deep Learning, Convolutional Neural Networks …
applications. Driven by advancements in Deep Learning, Convolutional Neural Networks …
The complexity of the data retrieval process using the proposed index extension
M Kvet, J Papan - IEEE Access, 2022 - ieeexplore.ieee.org
Data retrieval, access, and tuple identification are inevitable in database processing,
ensuring performance. The entities and relationships form a relational database. Data …
ensuring performance. The entities and relationships form a relational database. Data …
Custom lightweight convolutional neural network architecture for automated detection of damaged pallet racking in warehousing & distribution centers
This paper proposes a Convolutional Neural Network–Block Development Mechanism
(CNN-BDM) enabling the development of a lightweight deep learning architecture for the …
(CNN-BDM) enabling the development of a lightweight deep learning architecture for the …
Moving toward smart manufacturing with an autonomous pallet racking inspection system based on MobileNetV2
Pallet racking is a fundamental component within the manufacturing, storage, and
distribution centers of companies around the World. It requires continuous inspection and …
distribution centers of companies around the World. It requires continuous inspection and …
[HTML][HTML] Sustainable Machine Vision for Industry 4.0: A Comprehensive Review of Convolutional Neural Networks and Hardware Accelerators in Computer Vision
M Hussain - AI, 2024 - mdpi.com
As manifestations of Industry 4.0. become visible across various applications, one key and
opportune area of development are quality inspection processes and defect detection. Over …
opportune area of development are quality inspection processes and defect detection. Over …
Supporting SME companies in mapping out AI potential: a finnish AI development case
P Jafarzadeh, T Vähämäki, P Nevalainen… - The Journal of …, 2024 - Springer
Products and services relying upon Artificial Intelligence (AI) have moved from mere
concepts to reality. However, challenges still exist in applying AI technologies to traditional …
concepts to reality. However, challenges still exist in applying AI technologies to traditional …
YOLO-v5 variant selection algorithm coupled with representative augmentations for modelling production-based variance in automated lightweight pallet racking …
M Hussain - Big Data and Cognitive Computing, 2023 - mdpi.com
The aim of this research is to develop an automated pallet inspection architecture with two
key objectives: high performance with respect to defect classification and computational …
key objectives: high performance with respect to defect classification and computational …