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SSD vs. YOLO for Detection of Outdoor Urban Advertising Panels under Multiple Variabilities
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What this work says
Outgoing claims: the papers this work cites, builds on, or argues with.
inferredcites →https://doi.org/10.1007/978-3-319-10602-1_48openalex-snapshot
Microsoft COCO: Common Objects in Context
inferredcites →https://doi.org/10.1007/978-3-319-16178-5_11openalex-snapshot
Vision-Based Vehicle Localization Using a Visual Street Map with Embedded SURF Scale
inferredcites →https://doi.org/10.1007/978-3-319-24574-4_28openalex-snapshot
U-Net: Convolutional Networks for Biomedical Image Segmentation
inferredcites →https://doi.org/10.1007/978-3-319-46448-0_2openalex-snapshot
SSD: Single Shot MultiBox Detector
inferredcites →https://doi.org/10.1007/978-3-319-57015-0openalex-snapshot
Understanding Smart Cities: A Tool for Smart Government or an Industrial Trick?
inferredcites →https://doi.org/10.1007/978-3-319-73004-2openalex-snapshot
Introduction to Deep Learning
inferredcites →https://doi.org/10.1007/s10032-019-00320-5openalex-snapshot
Scene text detection and recognition with advances in deep learning: a survey
inferredcites →https://doi.org/10.1007/s11263-019-01247-4openalex-snapshot
Deep Learning for Generic Object Detection: A Survey
inferredcites →https://doi.org/10.1016/j.cities.2019.04.014openalex-snapshot
Smart City and information technology: A review
inferredcites →https://doi.org/10.1016/j.patrec.2008.01.022openalex-snapshot
Soccer video processing for the detection of advertisement billboards
inferredcites →https://doi.org/10.1016/j.procs.2016.03.054openalex-snapshot
License Plate Detection Using Harris Corner and Character Segmentation by Integrated Approach from an Image
inferredcites →https://doi.org/10.1109/cvpr.2015.7298965openalex-snapshot
Fully convolutional networks for semantic segmentation
inferredcites →https://doi.org/10.1109/cvpr.2016.308openalex-snapshot
Rethinking the Inception Architecture for Computer Vision
inferredcites →https://doi.org/10.1109/cvpr.2016.350openalex-snapshot
The Cityscapes Dataset for Semantic Urban Scene Understanding
inferredcites →https://doi.org/10.1109/cvpr.2016.91openalex-snapshot
You Only Look Once: Unified, Real-Time Object Detection
inferredcites →https://doi.org/10.1109/cvpr.2017.123openalex-snapshot
Automatic Understanding of Image and Video Advertisements
inferredcites →https://doi.org/10.1109/cvpr.2017.634openalex-snapshot
Aggregated Residual Transformations for Deep Neural Networks
inferredcites →https://doi.org/10.1109/iccv.2017.534openalex-snapshot
The Mapillary Vistas Dataset for Semantic Understanding of Street Scenes
inferredcites →https://doi.org/10.1109/icdar.2019.00254openalex-snapshot
ICDAR2019 Robust Reading Challenge on Multi-lingual Scene Text Detection and Recognition — RRC-MLT-2019
inferredcites →https://doi.org/10.1109/icip.2011.6115623openalex-snapshot
Virtual ads insertion in street building views for augmented reality
inferredcites →https://doi.org/10.1109/iciteed.2018.8534879openalex-snapshot
Text and Object Detection on Billboards
inferredcites →https://doi.org/10.1109/jproc.2023.3238524openalex-snapshot
Object Detection in 20 Years: A Survey
inferredcites →https://doi.org/10.1109/med.2017.7984163openalex-snapshot
On the detection of solar panels by image processing techniques
inferredcites →https://doi.org/10.1109/tip.2017.2656474openalex-snapshot
Scene Text Detection and Segmentation Based on Cascaded Convolution Neural Networks
inferredcites →https://doi.org/10.1109/tpami.2013.182openalex-snapshot
Robust Text Detection in Natural Scene Images
inferredcites →https://doi.org/10.1109/tpami.2016.2577031openalex-snapshot
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks
inferredcites →https://doi.org/10.1145/3065386openalex-snapshot
ImageNet classification with deep convolutional neural networks
inferredcites →https://doi.org/10.1609/aaai.v33i01.33019038openalex-snapshot
Scene Text Detection with Supervised Pyramid Context Network
inferredcites →https://doi.org/10.23919/mva.2019.8757977openalex-snapshot
The CASE Dataset of Candidate Spaces for Advert Implantation
inferredcites →https://doi.org/10.3390/rs12030458openalex-snapshot
Comparative Research on Deep Learning Approaches for Airplane Detection from Very High-Resolution Satellite Images
inferredcites →https://doi.org/10.3390/s19184021openalex-snapshot
Improved Traffic Sign Detection and Recognition Algorithm for Intelligent Vehicles
inferredcites →https://doi.org/10.48550/arxiv.1409.1556openalex-snapshot
Very Deep Convolutional Networks for Large-Scale Image Recognition
inferredcites →https://doi.org/10.48550/arxiv.1604.01685openalex-snapshot
Cityscapes dataset for semantic urban scene understanding
inferredcites →https://doi.org/10.48550/arxiv.1804.02767openalex-snapshot
YOLOv3: An Incremental Improvement
inferredcites →https://doi.org/10.48550/arxiv.1811.04115openalex-snapshot
ADNet: A Deep Network for Detecting Adverts
What points at this work
Incoming claims: where this work appears in other papers’ reference lists and arguments.
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Intelligent Urban Transportation System to Control Road Traffic with Air Pollution Orientation
inferred← citeshttps://doi.org/10.1007/978-3-031-05237-8_100openalex-snapshot
Application of Mean Clustering Algorithm in the Dynamic Simulation Design of Outdoor Leisure Facilities
inferred← citeshttps://doi.org/10.1007/978-3-031-70906-7_18openalex-snapshot
Model Evaluation and Selection for Robust and Efficient Advertisement Detection in Print Media
inferred← citeshttps://doi.org/10.1007/978-981-99-7495-5_32openalex-snapshot
Object Classification System Using Convolutional Neural Network for Several Environmental Conditions
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SHAPE: a dataset for hand gesture recognition
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Towards automatic placement of media objects in a personalised TV experience
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Intelligent invigilator system based on target detection
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CFPS-RTDETR: a feature-enhanced RT-DETR for small object detection in drone-captured aerial scenes
inferred← citeshttps://doi.org/10.1007/s11760-025-04222-4openalex-snapshot
IOA-YOLO: detection of illegal overhead cables based on linear enhancement and dual perception
inferred← citeshttps://doi.org/10.1007/s41133-021-00051-5openalex-snapshot
Deep Learning and Particle Swarm Optimisation-Based Techniques for Visually Impaired Humans' Text Recognition and Identification
inferred← citeshttps://doi.org/10.1016/j.aej.2025.03.077openalex-snapshot
Assessing YOLO models for real-time object detection in urban environments for advanced driver-assistance systems (ADAS)
inferred← citeshttps://doi.org/10.1016/j.asoc.2024.112497openalex-snapshot
Adolescent mental health state assessment framework by combining YOLO with random forest
inferred← citeshttps://doi.org/10.1016/j.autcon.2022.104316openalex-snapshot
Vision transformer-based autonomous crack detection on asphalt and concrete surfaces
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An average pooling designed Transformer for robust crack segmentation
inferred← citeshttps://doi.org/10.1016/j.cities.2022.103959openalex-snapshot
Detecting the city-scale spatial pattern of the urban informal sector by using the street view images: A street vendor massive investigation case
inferred← citeshttps://doi.org/10.1016/j.ecoinf.2021.101485openalex-snapshot
Automatic animal identification from drone camera based on point pattern analysis of herd behaviour
inferred← citeshttps://doi.org/10.1016/j.engappai.2022.105604openalex-snapshot
Benchmarking edge computing devices for grape bunches and trunks detection using accelerated object detection single shot multibox deep learning models
inferred← citeshttps://doi.org/10.1016/j.heliyon.2024.e35247openalex-snapshot
A new CNN-BASED object detection system for autonomous mobile robots based on real-world vehicle datasets
inferred← citeshttps://doi.org/10.1016/j.iswa.2024.200391openalex-snapshot
Artificial intelligence-based masked face detection: A survey
inferred← citeshttps://doi.org/10.1016/j.jbi.2021.103848openalex-snapshot
Face mask detection using deep learning: An approach to reduce risk of Coronavirus spread
inferred← citeshttps://doi.org/10.1016/j.mlwa.2025.100686openalex-snapshot
AdVision: An efficient and effective deep learning based advertisement detector for printed media
inferred← citeshttps://doi.org/10.1016/j.rineng.2025.105545openalex-snapshot
YOLO-EFM: Efficient traffic flow monitoring algorithm with enhanced multi-level information fusion
inferred← citeshttps://doi.org/10.1038/s41598-025-34063-7openalex-snapshot
DEM study on the effect of fiber length and content on the macro-micro mechanical behavior of fiber-sand mixture
inferred← citeshttps://doi.org/10.1049/ipr2.12963openalex-snapshot
Ship detection based on YOLO algorithm for visible images
inferred← citeshttps://doi.org/10.1049/ipr2.13185openalex-snapshot
A study on a target detection model for autonomous driving tasks
inferred← citeshttps://doi.org/10.1063/5.0265062openalex-snapshot
Road condition detection for driving vehicles securely using deep learning
inferred← citeshttps://doi.org/10.1080/10298436.2023.2268796openalex-snapshot
A review of advanced pavement distress evaluation techniques using unmanned aerial vehicles
inferred← citeshttps://doi.org/10.1088/1742-6596/2031/1/012027openalex-snapshot
Yolov5-based channel pruning is used for real-time detection of construction workers’ safety helmets and anti-slip shoes in informationalized construction sites
inferred← citeshttps://doi.org/10.1109/access.2025.3548167openalex-snapshot
Deep Learning-Based Lesion Detection in Endoscopy: A Systematic Literature Review
inferred← citeshttps://doi.org/10.1109/access.2025.3578110openalex-snapshot
Faster-PPENet: Advancing Logistic Intelligence for PPE Recognition at Construction Sites
inferred← citeshttps://doi.org/10.1109/aiccsa59173.2023.10479265openalex-snapshot
Segmentation of skin layers in ultrasound images using a crowdsourcing and deep learning-based system
inferred← citeshttps://doi.org/10.1109/ccdc52312.2021.9601629openalex-snapshot
Ship Target Recognition and Positioning Based on Aerial Photos
inferred← citeshttps://doi.org/10.1109/confluence56041.2023.10048808openalex-snapshot
Assistive Object Recognition and Obstacle Detection System for the Visually Impaired Using YOLO
inferred← citeshttps://doi.org/10.1109/ctisc52352.2021.00066openalex-snapshot
An improved helmet detection method for YOLOv3 on an unbalanced dataset
inferred← citeshttps://doi.org/10.1109/ecti-con51831.2021.9454903openalex-snapshot
Vehicle Manufacturer Recognition (VMR) using SSD model
inferred← citeshttps://doi.org/10.1109/esdc56251.2023.10149850openalex-snapshot
Multiclass Altitude and Rotation Invariant Object Detection Using Slicing Objectness Loss (SOL) For Images with Complex Background
inferred← citeshttps://doi.org/10.1109/icac3n56670.2022.10074357openalex-snapshot
Digital Transformation and Smart Sensors
inferred← citeshttps://doi.org/10.1109/iccosite57641.2023.10127763openalex-snapshot
Road Damage Classification using SSD Mobilenet with Image Enhancement
inferred← citeshttps://doi.org/10.1109/icnisc54316.2021.00171openalex-snapshot
Research on Intelligent Management of Fishing Ground Based on Target Detection
inferred← citeshttps://doi.org/10.1109/icomet57998.2023.10099364openalex-snapshot
Real-Time Detection of Road-Based Objects using SSD MobileNet-v2 FPNlite with a new Benchmark Dataset
inferred← citeshttps://doi.org/10.1109/idciot59759.2024.10467336openalex-snapshot
Performance Comparison of Object Detection Neural Network Models Based on Accuracy and Latency
inferred← citeshttps://doi.org/10.1109/rivf55975.2022.10013924openalex-snapshot
Signboards Detection From Street-view Image Using Convolutional Neural Network: A Case Study in Vietnam
inferred← citeshttps://doi.org/10.1109/tensymp54529.2022.9864463openalex-snapshot
Optimum Proximal Fuel Station Indicator
inferred← citeshttps://doi.org/10.1111/tgis.13208openalex-snapshot
Mapping urban large‐area advertising structures using drone imagery and deep learning‐based spatial data analysis
inferred← citeshttps://doi.org/10.1117/1.jei.34.3.033001openalex-snapshot
UAV-based wind turbine blade inspection using ECMRI-YOLO11: addressing environmental complexities through advanced detection efficiency
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Bridging the gap from academia to application: rapid algorithm design and deployment for artificial intelligence
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Survey on Deep Learning-Based Marine Object Detection
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Development of a Technique for Classifying Photovoltaic Panels Using Sentinel-1 and Machine Learning
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Automatic Traffic Red-Light Violation Detection Using AI
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Detection of Instruments Inserted into Eye in Cataract Surgery Using Single-shot Multibox Detector
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Design and implementation of the intelligent system for automatically monitoring waterbirds in Quanzhou Bar Wetland
inferred← citeshttps://doi.org/10.2139/ssrn.4886854openalex-snapshot
Analysis of Advanced Deep Learning Techniques for Efficient and Accurate Advertisement Detection in Printed Media
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Advancements in Electro-Optical and Infrared Maritime Detection: A Survey
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Derin Öğrenme Yöntemleri Kullanılarak Havadan Elde Edilen Görüntüler Üzerinde Nesne Tespiti
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Development of a Deep Learning-Based Epiglottis Obstruction Ratio Calculation System
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Outdoor advertising effectiveness evaluation from customers' view
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