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This study presents an architectural analysis of YOLOv11, the latest iteration in the YOLO (You Only Look Once) series of object detection models.
Image processing, analysis and machine vision
Milan Sonka, Vaclav Hlavac, and Roger Boyle · 2013
Earlier work this paper cites.
You only look once: Unified, real-time object detection
Joseph Redmon, Santosh Divvala, Ross Girshick, and Ali Farhadi · 2016
Earlier work this paper cites.
Yolo9000: better, faster, stronger
Joseph Redmon and Ali Farhadi · 2017
Earlier work this paper cites.
Understanding of object detection based on cnn family and yolo
Juan Du · 2018
Earlier work this paper cites.
Yolov3: An incremental improvement
Joseph Redmon and Ali Farhadi · 2018
Earlier work this paper cites.
Object detection with deep learning: A review
Zhong-Qiu Zhao, Peng Zheng, Shou-tao Xu, and Xindong Wu · 2019
Earlier work this paper cites.
Yolov4: Optimal speed and accuracy of object detection
Alexey Bochkovskiy, Chien-Yao Wang, and Hong-Yuan Mark Liao · 2020
Earlier work this paper cites.
Yolov6: A single-stage object detection framework for industrial applications
Chuyi Li, Lulu Li, Hongliang Jiang, Kaiheng Weng, Yifei Geng, Liang Li, Zaidan Ke, Qingyuan Li, Meng Cheng, Weiqiang Nie, et al · 2022
Earlier work this paper cites.
Object detection in 20 years: A survey
Zhengxia Zou, Keyan Chen, Zhenwei Shi, Yuhong Guo, and Jieping Ye · 2023
Earlier work this paper cites.
Yolov7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors
Chien-Yao Wang, Alexey Bochkovskiy, and Hong-Yuan Mark Liao · 2023
Cited alongside, same era.
Child emotion recognition via custom lightweight cnn architecture
Muhammad Hussain and Hussain Al-Aqrabi · 2023
Cited alongside, same era.
Domain modelling for a lightweight convolutional network focused on automated exudate detection in retinal fundus images
Burcu Ataer Aydin, Muhammad Hussain, Richard Hill, and Hussain Al-Aqrabi · 2023
Cited alongside, same era.
In-depth review of yolov1 to yolov10 variants for enhanced photovoltaic defect detection
Muhammad Hussain and Rahima Khanam · 2024
Cited alongside, same era.
What is yolov5? a guide for beginners., 2020
Roboflow Blog Jacob Solawetz · 2024
Cited alongside, same era.
What is yolov8? the ultimate guide, 2023
A comprehensive review of convolutional neural networks for defect detection in industrial applications
Rahima Khanam, Muhammad Hussain, Richard Hill, and Paul Allen · 2024
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Yolo - learnopencv
Satya Mallick · 2024
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Application of yolov7-tiny in the detection of steel surface defects
Jingwen Feng, Qiaofeng An, Jiahao Zhang, Shuxun Zhou, Guangwei Du, and Kai Yang · 2024
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Instance segmentation and tracking, 2024
Ultralytics · 2024
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Ultralytics yolo11 has arrived: Redefine what’s possible in ai, 2024
Ultralytics Abirami Vina · 2024
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Yolov11: A new iteration of “you only look once
Viso.AI Gaudenz Boesch · 2024
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Francesco Jacob Solawetz · 2024
Cited alongside, same era.
Yolov9: Learning what you want to learn using programmable gradient information
Chien-Yao Wang, I-Hau Yeh, and Hong-Yuan Mark Liao · 2024
Cited alongside, same era.
Yolov10: Real-time end-to-end object detection
Ao Wang, Hui Chen, Lihao Liu, Kai Chen, Zijia Lin, Jungong Han, and Guiguang Ding · 2024
Cited alongside, same era.
Ultralytics yolo11, 2024
Glenn Jocher and Jing Qiu · 2024
Cited alongside, same era.
Ultralytics yolov11
Ultralytics · 2024
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What is yolov5: A deep look into the internal features of the popular object detector
Rahima Khanam and Muhammad Hussain · 2024
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What’s new in yolov11 transforming object detection once again part 1, 2024
DigitalOcean · 2024
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