Look Once Version 8

YOLOv8 is a cutting-edge object detection model renowned for its speed and accuracy, currently a focus of research across diverse applications. Studies explore its performance enhancements through the integration of attention mechanisms, improved feature extraction techniques (like CSPNet and GFPN), and modifications to loss functions (e.g., PIoU). This versatile model shows significant promise for real-time object detection in various fields, including medical imaging, agriculture, and traffic monitoring, offering improved efficiency and accuracy compared to previous iterations.

Papers

June 18, 2024

SDNIA-YOLO: A Robust Object Detection Model for Extreme Weather Conditions
Yuexiong Ding, Xiaowei Luo
Object Detection Extreme Event Neural Style Transfer Look Once Version 8 Robust Object Detection Sdnia Yolo Pixel Wise Adaptive

June 11, 2024

Advancing Roadway Sign Detection with YOLO Models and Transfer Learning
Selvia Nafaa, Hafsa Essam, Karim Ashour, Doaa Emad, Rana Mohamed, Mohammed Elhenawy, Huthaifa I. Ashqar, Abdallah A. Hassan, Taqwa I. Alhadidi
Transfer Learning Object Detection YOLOv5 Model Driver Assistance System Look Once Version 8 YOLO Model Sign Detection

June 4, 2024

Research on Driver Facial Fatigue Detection Based on Yolov8 Model
Chang Zhou, Yang Zhao, Shaobo Liu, Yi Zhao, Xingchen Li, Chiyu Cheng
DH Research YOLOv5 Model Detection Method Look Once Version 8 Driver Fatigue

June 1, 2024

Precision and Adaptability of YOLOv5 and YOLOv8 in Dynamic Robotic Environments
Victor A. Kich, Muhammad A. Muttaqien, Junya Toyama, Ryutaro Miyoshi, Yosuke Ida, Akihisa Ohya, Hisashi Date
Adaptive Importance YOLOv5 Model Multidimensional Local Precision Rate Detection Task Real Time Object Fire YOLOv5 Attains Look Once Version 8 Robot Environment

May 8, 2024

Malayalam Sign Language Identification using Finetuned YOLOv8 and Computer Vision Techniques
Abhinand K., Abhiram B. Nair, Dhananjay C., Hanan Hamza, Mohammed Fawaz J., Rahma Fahim K., Anoop V. S
Sign Language Recognition Look Once Version 8 Tamil Language

April 1, 2024

YOLOv5 vs. YOLOv8 in Marine Fisheries: Balancing Class Detection and Instance Count
Mahmudul Islam Masum, Arif Sarwat, Hugo Riggs, Alicia Boymelgreen, Preyojon Dey
Detection Task Fire YOLOv5 Attains Look Once Version 8

March 31, 2024

Attire-Based Anomaly Detection in Restricted Areas Using YOLOv8 for Enhanced CCTV Security
Abdul Aziz A. B, Aindri Bajpai
Anomaly Detection Look Once Version 8 Surveillance System Soft Computing CCTV Camera

February 14, 2024

YOLOv8-AM: YOLOv8 with Attention Mechanisms for Pediatric Wrist Fracture Detection
Chun-Tse Chien, Rui-Yang Ju, Kuang-Yi Chou, Enkaer Xieerke, Jen-Shiun Chiang
Attention Mechanism Global Attention Look Once Version 8 Fracture Detection

January 23, 2024

Detecting and recognizing characters in Greek papyri with YOLOv8, DeiT and SimCLR
Robert Turnbull, Evelyn Mannix
Data Detection Image Recognition Character Recognition Look Once Version 8 Document Analysis Greek Papyrus Historical Manuscript

January 6, 2024

Realism in Action: Anomaly-Aware Diagnosis of Brain Tumors from Medical Images Using YOLOv8 and DeiT
Seyed Mohammad Hossein Hashemi, Leila Safari, Amirhossein Dadashzadeh Taromi
Deep Learning Vision Transformer Medical Image Medical Imaging Brain Tumor Look Once Version 8 Tumor Sub Region Anomaly Discrimination

December 14, 2023

ADA-YOLO: Dynamic Fusion of YOLOv8 and Adaptive Heads for Precise Image Detection and Diagnosis
Shun Liu, Jianan Zhang, Ruocheng Song, Teik Toe Teoh
Computer Vision Task Attention Based Human Head Look Once Version 8 Biomedical Image Analysis Medical Object Detection Sdnia Yolo Dynamic Fusion

December 13, 2023

Comparing YOLOv8 and Mask RCNN for object segmentation in complex orchard environments
Ranjan Sapkota, Dawood Ahmed, Manoj Karkee
Instance Segmentation Object Segmentation Look Once Version 8 Mask RCNN Mask R CNN Orchard Environment Multi Object Segmentation Initial Segmentation

December 8, 2023

Immature Green Apple Detection and Sizing in Commercial Orchards using YOLOv8 and Shape Fitting Techniques
Ranjan Sapkota, Dawood Ahmed, Martin Churuvija, Manoj Karkee
Instance Segmentation Size Matter Look Once Version 8 Size Estimation Orchard Environment Fruit Counting Apple Detection

October 4, 2023

Comprehensive Multimodal Segmentation in Medical Imaging: Combining YOLOv8 with SAM and HQ-SAM Models
Sumit Pandey, Kuan-Fu Chen, Erik B. Dam
Medical Image Segmentation Segment Anything Model Medical Image Analysis Medical Imaging Medical Image Datasets Segmentation Result Look Once Version 8 Boundary Detection Multimodal Segmentation

September 22, 2023

BGF-YOLO: Enhanced YOLOv8 with Multiscale Attentional Feature Fusion for Brain Tumor Detection
Ming Kang, Chee-Ming Ting, Fung Fung Ting, Raphaël C.-W. Phan
Attention Mechanism Feature Pyramid Network Look Once Version 8 YOLO Object Brain Tumor Detection Look Once Algorithm

September 11, 2023

An Effective Two-stage Training Paradigm Detector for Small Dataset
Zheng Wang, Dong Xie, Hanzhi Wang, Jiang Tian
Small Datasets Look Once Version 8 Track Object

July 28, 2023

YOLOv8 for Defect Inspection of Hexagonal Directed Self-Assembly Patterns: A Data-Centric Approach
Enrique Dehaerne, Bappaditya Dey, Hossein Esfandiar, Lander Verstraete, Hyo Seon Suh, Sandip Halder, Stefan De Gendt
Data Centric Defect Detection Look Once Version 8 Self Assembly Feature Impact Balance Sem

June 25, 2023

Screening Autism Spectrum Disorder in childrens using Deep Learning Approach : Evaluating the classification model of YOLOv8 by comparing with other models
Subash Gautam, Prabin Sharma, Kisan Thapa, Mala Deep Upadhaya, Dikshya Thapa, Salik Ram Khanal, Vítor Manuel de Jesus Filipe
Deep Learning Approach Face Image Nine Year Old Child Autism Spectrum Disorder Digital Image Classification Model Look Once Version 8 Face Alignment

June 6, 2023

Real-Time Onboard Object Detection for Augmented Reality: Enhancing Head-Mounted Display with YOLOv8
Mikołaj Łysakowski, Kamil Żywanowski, Adam Banaszczyk, Michał R. Nowicki, Piotr Skrzypczyński, Sławomir K. Tadeja
Augmented Reality Look Once Version 8 Head Mounted Display Look Once, Version 3 Onboard Perception

May 26, 2023

A Novel real-time arrhythmia detection model using YOLOv8
Guang Jun Nicholas Ang, Aritejh Kr Goil, Henryk Chan, Jieyi Jeric Lew, Xin Chun Lee, Raihan Bin Ahmad Mustaffa, Timotius Jason, Ze Ting Woon, Bingquan Shen
Detection Model Look Once Version 8 Arrhythmia Detection MIT BIH Arrhythmia

Look Once Version 8

Papers

SDNIA-YOLO: A Robust Object Detection Model for Extreme Weather Conditions

Advancing Roadway Sign Detection with YOLO Models and Transfer Learning

Research on Driver Facial Fatigue Detection Based on Yolov8 Model

Precision and Adaptability of YOLOv5 and YOLOv8 in Dynamic Robotic Environments

Malayalam Sign Language Identification using Finetuned YOLOv8 and Computer Vision Techniques

YOLOv5 vs. YOLOv8 in Marine Fisheries: Balancing Class Detection and Instance Count

Attire-Based Anomaly Detection in Restricted Areas Using YOLOv8 for Enhanced CCTV Security

YOLOv8-AM: YOLOv8 with Attention Mechanisms for Pediatric Wrist Fracture Detection

Detecting and recognizing characters in Greek papyri with YOLOv8, DeiT and SimCLR

Realism in Action: Anomaly-Aware Diagnosis of Brain Tumors from Medical Images Using YOLOv8 and DeiT

ADA-YOLO: Dynamic Fusion of YOLOv8 and Adaptive Heads for Precise Image Detection and Diagnosis

Comparing YOLOv8 and Mask RCNN for object segmentation in complex orchard environments

Immature Green Apple Detection and Sizing in Commercial Orchards using YOLOv8 and Shape Fitting Techniques

Comprehensive Multimodal Segmentation in Medical Imaging: Combining YOLOv8 with SAM and HQ-SAM Models

BGF-YOLO: Enhanced YOLOv8 with Multiscale Attentional Feature Fusion for Brain Tumor Detection

An Effective Two-stage Training Paradigm Detector for Small Dataset

YOLOv8 for Defect Inspection of Hexagonal Directed Self-Assembly Patterns: A Data-Centric Approach

Screening Autism Spectrum Disorder in childrens using Deep Learning Approach : Evaluating the classification model of YOLOv8 by comparing with other models

Real-Time Onboard Object Detection for Augmented Reality: Enhancing Head-Mounted Display with YOLOv8

A Novel real-time arrhythmia detection model using YOLOv8