Comparison of Object Detection Algorithms CNN, YOLO and SSD

Since 2015, numerous studies have concentrated on object detection, a crucial element of computer vision, using convolutional neural networks (CNN) and their various architectures. Key methods for object detection done by “YOLO (You Only Look Once)”, “CNN”, and “SSD (Single Shot Multibox Detector)”. This paper explores three representative series of methods based on “CNN, YOLO, and SSD”, providing solutions to challenges like bounding box prediction in CNNs. The strength of these algorithms are measured in terms of accuracy, processing speed, and computational cost. YOLO models.we want to do comprehensive study of three models of object detection”(YOLO, CNN, SSD)”.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2024-11-19
DOI
https://doi.org/10.5281/zenodo.14186397
Primary Topic
Protein Structure and Dynamics
Type
article
Field-Weighted Citation Impact
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article

Comparison of Object Detection Algorithms CNN, YOLO and SSD

Zenodo (CERN European Organization for Nuclear Research)
Protein Structure and Dynamics
article

Comparison of Object Detection Algorithms CNN, YOLO and SSD

article en

Abstract

Since 2015, numerous studies have concentrated on object detection, a crucial element of computer vision, using convolutional neural networks (CNN) and their various architectures. Key methods for object detection done by “YOLO (You Only Look Once)”, “CNN”, and “SSD (Single Shot Multibox Detector)”. This paper explores three representative series of methods based on “CNN, YOLO, and SSD”, providing solutions to challenges like bounding box prediction in CNNs. The strength of these algorithms are measured in terms of accuracy, processing speed, and computational cost. YOLO models.we want to do comprehensive study of three models of object detection”(YOLO, CNN, SSD)”.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 62%
Protein Structure and Dynamics
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Comparison of Object Detection Algorithms CNN, YOLO and SSD · Zenodo (CERN European Organization for Nuclear Research) (2024) | TGRS Research Map | TGRS