| _ | yolov3 | _ |
| Arithmetic Evaluation System Based on Mixnet- | yolov3 | and CRNN Neural Networks |
| Automatic Detection of Timber-cracks In Wooden Architectural Heritage Using | yolov3 | Algorithm |
| Automatic Video Traffic Surveillance System with Number Plate Character Recognition Using Hybrid Optimization-Based | yolov3 | and Improved CNN |
| Coal gangue detection and recognition algorithm based on deformable convolution | yolov3 | |
| Compression of Vehicle and Pedestrian Detection Network Based on | yolov3 | Model |
| Compression of | yolov3 | via Block-Wise and Channel-Wise Pruning for Real-Time and Complicated Autonomous Driving Environment Sensing Applications |
| Deep Learning for Detecting and Classifying Ocean Objects: Application of | yolov3 | for Iceberg-Ship Discrimination |
| Depthwise Separable Convolutions and Variational Dropout within the context of | yolov3 | |
| Detection and Localization of Traffic Lights Using | yolov3 | and Stereo Vision |
| Detection of Collapsed Buildings in Post-Earthquake Remote Sensing Images Based on the Improved | yolov3 | |
| Effect of Annotation Errors on Drone Detection with | yolov3 | |
| Efficient and Scene-Adaptive Algorithm for Vehicle Detection in Aerial Images Using an Improved | yolov3 | Framework, An |
| Enhancing | yolov3 | Object Detection: An In-Depth Analysis of C3 Module Integrated Architecture |
| Gaussian | yolov3 | : An Accurate and Fast Object Detector Using Localization Uncertainty for Autonomous Driving |
| Human Fall Detection Algorithm Based on | yolov3 | |
| Improved Recognition Method Based on | yolov3 | -45k for Refrigerator Item Images, An |
| Improved | yolov3 | Based on Attention Mechanism for Fast and Accurate Ship Detection in Optical Remote Sensing Images |
| Light- | yolov3 | : License Plate Detection in Multi-Vehicle Scenario |
| Low-Altitude Remote Sensing Opium Poppy Image Detection Based on Modified | yolov3 | |
| Machine Recognition of Map Point Symbols Based on | yolov3 | and Automatic Configuration Associated with POI |
| Marine Biometric Recognition Algorithm Based on | yolov3 | -GAN Network |
| Novel | yolov3 | Model With Structure and Hyperparameter Optimization for Detection of Pavement Concealed Cracks in GPR Images |
| Remote Sensing Image Target Detection: Improvement of the | yolov3 | Model with Auxiliary Networks |
| SA- | yolov3 | : An Efficient and Accurate Object Detector Using Self-Attention Mechanism for Autonomous Driving |
| Spring Point Detection of High Resolution Image Based on | yolov3 | |
| Vehicle and Pedestrian Detection Algorithm Based on Lightweight | yolov3 | -Promote and Semi-Precision Acceleration |
| yolov3 | -based human detection and heuristically modified-LSTM for abnormal human activities detection in ATM machine |
| yolov3 | -Based Matching Approach for Roof Region Detection from Drone Images |
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| _ | yolov5 | _ |
| ACD-YOLO: Improved | yolov5 | -based method for steel surface defects detection |
| Anti-epidemic Delivery Trolley based on | yolov5 | Image Recognition of Room Numbers and QR Codes, An |
| Application of an Improved | yolov5 | Algorithm in Real-Time Detection of Foreign Objects by Ground Penetrating Radar |
| Application of | yolov5 | for Point Label Based Object Detection of Black Pine Trees with Vitality Losses in UAV Data |
| ASFF- | yolov5 | : Multielement Detection Method for Road Traffic in UAV Images Based on Multiscale Feature Fusion |
| automatic detection method for cervical liquid-based cells based on improved | yolov5 | S network, An |
| Automatic Extraction of Damaged Houses by Earthquake Based on Improved | yolov5 | : A Case Study in Yangbi |
| Automatic Mapping of Karez in Turpan Basin Based on Google Earth Images and the | yolov5 | Model |
| automatic plant leaf stoma detection method based on | yolov5 | , An |
| BS- | yolov5 | s: Insulator Defect Detection with Attention Mechanism and Multi-Scale Fusion |
| Cascading AB- | yolov5 | and PB-YOLOv5 for rib fracture detection in frontal and oblique chest X-ray images |
| Cascading AB- | yolov5 | and PB-YOLOv5 for rib fracture detection in frontal and oblique chest X-ray images |
| CFAR-Enhanced Ship Detector for SAR Images Based on | yolov5 | s, A |
| Cross-Regional Detection and Precise GIS Localization of Old Landslides Using High-Resolution Remote Sensing Imagery and | yolov5 | |
| Damage Object Detection of Steel Wire Rope-Core Conveyor Belts Based on the Improved | yolov5 | |
| Detecting Road Intersections from Crowdsourced Trajectory Data Based on Improved | yolov5 | Model |
| Detection of Pine Wilt Disease-Infected Dead Trees in Complex Mountainous Areas Using Enhanced | yolov5 | and UAV Remote Sensing |
| Detection of Smoke from Straw Burning Using Sentinel-2 Satellite Data and an Improved | yolov5 | s Algorithm |
| Efficient Detection of Forest Fire Smoke in UAV Aerial Imagery Based on an Improved | yolov5 | Model and Transfer Learning |
| Efficient Object Detection Algorithm Based on Improved | yolov5 | for High-Spatial-Resolution Remote Sensing Images, An |
| efficient single-stage and lightweight ship detection framework with improved | yolov5 | s, An |
| Extraction of Citrus Trees from UAV Remote Sensing Imagery Using | yolov5 | s and Coordinate Transformation |
| Fast ship detection based on lightweight | yolov5 | network |
| Faster and Lightweight: An Improved | yolov5 | Object Detector for Remote Sensing Images |
| FE- | yolov5 | : Feature enhancement network based on YOLOv5 for small object detection |
| FE- | yolov5 | : Feature enhancement network based on YOLOv5 for small object detection |
| Flame Recognition Algorithm for aerial cruising firefighting Robot based on RGB and improved | yolov5 | |
| Fruit fast tracking and recognition of apple picking robot based on improved | yolov5 | |
| GDB- | yolov5 | s: Improved YOLO-based model for ship detection in SAR images |
| Geometric Constraint-Based and Improved | yolov5 | Semantic SLAM for Dynamic Scenes |
| Gesture recognition based on modified | yolov5 | s |
| Glass Wool Defect Detection Using an Improved | yolov5 | |
| IBR- | yolov5 | : Illegal Building Recognition with UAV Image Based on Improved YOLOv5 |
| IBR- | yolov5 | : Illegal Building Recognition with UAV Image Based on Improved YOLOv5 |
| Identification of Rare Wildlife in the Field Environment Based on the Improved | yolov5 | Model |
| Improved Lightweight Network Based on | yolov5 | s for Object Detection in Autonomous Driving, An |
| Improved Small Object Detection Algorithm Based on | yolov5 | |
| improved | yolov5 | method for large objects detection with multi-scale feature cross-layer fusion network, An |
| Improved | yolov5 | Method to Detect Tailings Ponds from High-Resolution Remote Sensing Images, An |
| Improved | yolov5 | with Transformer for Large Scene Military Vehicle Detection on SAR Image |
| Improving | yolov5 | with Attention Mechanism for Detecting Boulders from Planetary Images |
| Inception-YOLO: Computational cost and accuracy improvement of the | yolov5 | model based on employing modified CSP, SPPF, and inception modules |
| Innovative Vision System for Floor-Cleaning Robots Based on | yolov5 | , An |
| Intelligent Flower Detection System Based on | yolov5 | s |
| lightweight bus passenger detection model based on | yolov5 | , A |
| lightweight waxberry fruit detection model based on | yolov5 | , A |
| Lightweight | yolov5 | Model Integrating GhostNet and Attention Mechanism, A |
| Lite- | yolov5 | : A Lightweight Deep Learning Detector for On-Board Ship Detection in Large-Scene Sentinel-1 SAR Images |
| Low-Altitude Remote Sensing Inspection Method on Rural Living Environments Based on a Modified | yolov5 | s-ViT, A |
| Maritime distress target detection algorithm based on | yolov5 | s-EFOE network |
| Method for Designated Target Anti-Interference Tracking Combining | yolov5 | and SiamRPN for UAV Tracking and Landing Control, A |
| Method for Identifying Litchi Picking Position Based on | yolov5 | and PSPNet |
| Microalgae detection based on improved | yolov5 | |
| Mobile phone screen surface scratch detection based on optimized | yolov5 | model (OYm) |
| Nonlinear Ship Wake Detection in SAR Images Based on Electromagnetic Scattering Model and | yolov5 | |
| novel smoke detection algorithm based on improved mixed Gaussian and | yolov5 | for textile workshop environments, A |
| novel underwater object detection enhanced algorithm based on | yolov5 | -MH, A |
| Oil Well Detection under Occlusion in Remote Sensing Images Using the Improved | yolov5 | Model |
| Optical Remote Sensing Ship Recognition and Classification Based on Improved | yolov5 | |
| OSO- | yolov5 | : Automatic Extraction Method of Store Signboards in Street View Images Based on Multi-Dimensional Analysis |
| Precision Detection of Dense Litchi Fruit in UAV Images Based on Improved | yolov5 | Model |
| Real-Time Apple Targets Detection Method for Picking Robot Based on Improved | yolov5 | , A |
| Real-time automatic helmet detection of motorcyclists in urban traffic using improved | yolov5 | detector |
| Real-Time Detection of Voids in Asphalt Pavement Based on Swin-Transformer-Improved | yolov5 | |
| Real-Time Ground-Level Building Damage Detection Based on Lightweight and Accurate | yolov5 | Using Terrestrial Images |
| Real-Time Multi-Object Detection Using Enhanced | yolov5 | -7S on Multi-GPU for High-Resolution Video |
| Real-Time Underwater Maritime Object Detection in Side-Scan Sonar Images Based on Transformer- | yolov5 | |
| Research on adaptive object detection via improved HSA- | yolov5 | for raspberry maturity detection |
| Research on Identification and Detection of Transmission Line Insulator Defects Based on a Lightweight | yolov5 | Network |
| Research on Intelligent Recognition of Bridge Diseases Based on | yolov5 | and DeepLabv3+ |
| Research on surface defect detection model of steel strip based on MFFA- | yolov5 | |
| Road Traffic Vehicle Detection Method Using Lightweight | yolov5 | and Attention Mechanism |
| Rotating target detection algorithm in remote sensing images based on improved | yolov5 | s |
| Ship Detection Method in Remote Sensing Satellite Images Based on Improved | yolov5 | Architecture |
| Small-object detection based on | yolov5 | in autonomous driving systems |
| Smaller Target Detection Algorithms Based on | yolov5 | in Safety Helmet Wearing Detection |
| Stable Lightweight Model for Metal Crack Detection Based on | yolov5 | , A |
| Swin-Transformer-Enabled | yolov5 | with Attention Mechanism for Small Object Detection on Satellite Images |
| Swin-Transformer- | yolov5 | for Real-Time Wine Grape Bunch Detection |
| Target Detection Method of UAV Aerial Imagery Based on Improved | yolov5 | |
| Toward cross-domain object detection in artwork images using improved | yolov5 | and XGBoosting |
| TPH- | yolov5 | ++: Boosting Object Detection on Drone-Captured Scenarios with Cross-Layer Asymmetric Transformer |
| TPH- | yolov5 | -Air: Airport Confusing Object Detection via Adaptively Spatial Feature Fusion |
| TPH- | yolov5 | : Improved YOLOv5 Based on Transformer Prediction Head for Object Detection on Drone-Captured Scenarios |
| TPH- | yolov5 | : Improved YOLOv5 Based on Transformer Prediction Head for Object Detection on Drone-Captured Scenarios |
| TSDet: A new method for traffic sign detection based on | yolov5 | -SwinT |
| Two-Stage Low-Altitude Remote Sensing Papaver Somniferum Image Detection System Based on | yolov5 | s+DenseNet121, A |
| UAV small target detection algorithm based on an improved | yolov5 | s model |
| Unmanned Aerial Vehicle Perspective Small Target Recognition Algorithm Based on Improved | yolov5 | |
| Using the Improved | yolov5 | -Seg Network and Sentinel-2 Imagery to Map Glacial Lakes in High Mountain Asia |
| VH- | yolov5 | s: Detecting the Skin Color of Plectropomus leopardus in Aquaculture Using Mobile Phones |
| Wheat Spike Detection Method in UAV Images Based on Improved | yolov5 | , A |
| Wildlife Real-Time Detection in Complex Forest Scenes Based on | yolov5 | s Deep Learning Network |
| YOLO-HR: Improved | yolov5 | for Object Detection in High-Resolution Optical Remote Sensing Images |
| YOLO-MPID: an improved | yolov5 | network for in situ detection of laser cladding melt pool states |
| yolov5 | based detector for eight different urine particles components on single board computer |
| yolov5 | with Mixed Backbone for Efficient Spatio-Temporal Hand Gesture Localization and Recognition |
| yolov5 | s maritime distress target detection method based on swin transformer |
| yolov5 | s-DNF: A lighter and real-time method for detecting surface defects in steel |
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| _ | yolov7 | _ |
| Advanced Object Detection in Low-Light Conditions: Enhancements to | yolov7 | Framework |
| Automated Detection and Identification of Olive Fruit Fly Using | yolov7 | Algorithm |
| CPA- | yolov7 | : Contextual and pyramid attention-based improvement of YOLOv7 for drones scene target detection |
| CPA- | yolov7 | : Contextual and pyramid attention-based improvement of YOLOv7 for drones scene target detection |
| CST-Yolo: A Novel Method for Blood Cell Detection Based on Improved | yolov7 | and CNN-Swin Transformer |
| Deep Object Detection of Crop Weeds: Performance of | yolov7 | on a Real Case Dataset from UAV Images |
| Detection of Surface Rocks and Small Craters in Permanently Shadowed Regions of the Lunar South Pole Based on | yolov7 | and Markov Random Field Algorithms in SAR Images |
| Differential Image-Based Scalable | yolov7 | -Tiny Implementation for Clustered Embedded Systems |
| Driver Fatigue Detection Algorithm Based on Dynamic Tracking of Small Facial Targets Using | yolov7 | , A |
| ECF- | yolov7 | -Tiny: Improving Feature Fusion and the Receptive Field for Lightweight Object Detectors |
| Enhancing Object Detection in Remote Sensing: A Hybrid | yolov7 | and Transformer Approach with Automatic Model Selection |
| GDS- | yolov7 | : A High-Performance Model for Water-Surface Obstacle Detection Using Optimized Receptive Field and Attention Mechanisms |
| HB-YOLO: An Improved | yolov7 | Algorithm for Dim-Object Tracking in Satellite Remote Sensing Videos |
| Improved Architecture and Training Strategies of | yolov7 | for Remote Sensing Image Object Detection |
| Improved | yolov7 | model for underwater sonar image object detection |
| Improved | yolov7 | models based on modulated deformable convolution and swin transformer for object detection in fisheye images |
| Improvement of ship target detection algorithm for | yolov7 | -tiny |
| Improving | yolov7 | -Tiny for Infrared and Visible Light Image Object Detection on Drones |
| Lightweight SAR Image Ship Detection Method Based on Improved Convolution and | yolov7 | , A |
| LMDFS: A Lightweight Model for Detecting Forest Fire Smoke in UAV Images Based on | yolov7 | |
| Multi-Scale Ship Detection Algorithm Based on | yolov7 | for Complex Scene SAR Images |
| novel efficient wildlife detecting method with lightweight deployment on UAVs based on | yolov7 | , A |
| Object Detection in UAV Aerial Images Based on Improved | yolov7 | -tiny |
| Pineapple Detection with | yolov7 | -Tiny Network Model Improved via Pruning and a Lightweight Backbone Sub-Network |
| Research on Mask-Wearing Detection Algorithm Based on Improved | yolov7 | -Tiny |
| Robust Scuba Diver Tracking and Recovery in Open Water Using | yolov7 | , SORT, and Spiral Search |
| Small Object Detection Method for Drone-Captured Images Based on Improved | yolov7 | , A |
| Storage Tank Target Detection for Large-Scale Remote Sensing Images Based on | yolov7 | -OT |
| Underwater Side-Scan Sonar Target Detection: | yolov7 | Model Combined with Attention Mechanism and Scaling Factor |
| yolov7 | -MA: Improved YOLOv7-Based Wheat Head Detection and Counting |
| yolov7 | -MA: Improved YOLOv7-Based Wheat Head Detection and Counting |
| yolov7 | -RDD: A Lightweight Efficient Pavement Distress Detection Model |
| yolov7 | -sea: Object Detection of Maritime UAV Images based on Improved pYOLOv7 |
| yolov7 | : Trainable Bag-of-Freebies Sets New State-of-the-Art for Real-Time Object Detectors |
| yolov7 | oSAR: A Lightweight High-Precision Ship Detection Model for SAR Images Based on the YOLOv7 Algorithm |
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| _ | yolov8 | _ |
| ADWNet: An improved detector based on | yolov8 | for application in adverse weather for autonomous driving |
| AMC-YOLO: Improved | yolov8 | -based defect detection for cigarette packs |
| Application of Deep Learning in Steel Cable Surface Damage Detection: A Case Study of the | yolov8 | -SWRSD Model |
| Comprehensive Multimodal Segmentation in Medical Imaging: Combining | yolov8 | with SAM and HQ-SAM Models |
| DCS- | yolov8 | : A Lightweight Context-Aware Network for Small Object Detection in UAV Remote Sensing Imagery |
| Detection of Greenhouse and Typical Rural Buildings with Efficient Weighted | yolov8 | in Hebei Province, China |
| Detection of Parabolic Antennas in Satellite Inverse Synthetic Aperture Radar Images Using Component Prior and Improved- | yolov8 | Network in Terahertz Regime |
| Detection of Pavement Defects on Roads using a Multimodal | yolov8 | with Image and IMU Data |
| DGW- | yolov8 | : A small insulator target detection algorithm based on deformable attention backbone and WIoU loss function |
| Driver distraction and fatigue detection in images using ME- | yolov8 | algorithm |
| Enhanced SAR-Based ISW Detection Method Using | yolov8 | with an Anti-Interference Strategy and Repair Module and Its Applications, An |
| Enhanced | yolov8 | -Based Model with Context Enrichment Module for Crowd Counting in Complex Drone Imagery |
| Enhancing Retail Checkout through Video Inpainting, | yolov8 | Detection, and DeepSort Tracking |
| Exploring the Frontier of Object Detection: A Deep Dive into | yolov8 | and the COCO Dataset |
| Feasibility of Deep Learning-Based Iceberg Detection in Land-Fast Arctic Sea Ice Using | yolov8 | and SAR Imagery |
| FGOD- | yolov8 | : Fine-Grained Object Detection for Crops and Weeds |
| FishFocusNet: An improved method based on | yolov8 | for underwater tropical fish identification |
| FM- | yolov8 | :Lightweight gesture recognition algorithm |
| Frequency-Augmented CBAM Attention-Aided | yolov8 | for Object Detection, A |
| GEEG- | yolov8 | : Gaussian Enhanced Euclidean Norm Ghost Attention for Real-Time Polyp Detection |
| Highway Signage Breakage Detection Algorithm Based on Improved | yolov8 | |
| HV- | yolov8 | by HDPconv: Better lightweight detectors for small object detection |
| ICI- | yolov8 | Rapid Identification of Antarctic Sea Ice Cracks and Numerical Analysis of Monte Carlo Simulation Under Probability Distribution |
| improved multi-scale | yolov8 | for apple leaf dense lesion detection and recognition, An |
| Improved | yolov8 | -Based Lightweight Attention Mechanism for Cross-Scale Feature Fusion, An |
| Improving | yolov8 | For Fast Few-Shot Object Detection By Dinov2 Distillation |
| Improving | yolov8 | with parallel frequency channel attention for taxi passengers |
| LTSCD-YOLO: A Lightweight Algorithm for Detecting Typical Satellite Components Based on Improved | yolov8 | |
| M- | yolov8 | s: An improved small target detection algorithm for UAV aerial photography |
| MPA-YOLO: Steel surface defect detection based on improved | yolov8 | framework |
| Multi-Object Detection for Daily Road Maintenance Inspection With UAV Based on Improved | yolov8 | |
| Multi-Task Lycium barbarum Recognition and Pedicel Localization Network Based on Improved | yolov8 | |
| NBCDC- | yolov8 | : A new framework to improve blood cell detection and classification based on YOLOv8 |
| NBCDC- | yolov8 | : A new framework to improve blood cell detection and classification based on YOLOv8 |
| Neuroimaging | yolov8 | -Based Cad Framework for Anosmia Grading in Covid-19, A |
| NHD-YOLO: Improved | yolov8 | using optimized neck and head for product surface defect detection with data augmentation |
| OpenThermalPose: An Open-Source Annotated Thermal Human Pose Dataset and Initial | yolov8 | -Pose Baselines |
| R-SABMNet: A | yolov8 | -Based Model for Oriented SAR Ship Detection with Spatial Adaptive Aggregation |
| RALSD-YOLO: Lightweight Maize Tassel Detection Algorithm Based on Improved | yolov8 | |
| RCF- | yolov8 | : A Multi-Scale Attention and Adaptive Feature Fusion Method for Object Detection in Forward-Looking Sonar Images |
| Real-time habitat mapping with | yolov8 | : A multi-threaded approach to biodiversity preservation |
| Real-time Multi-Class Helmet Violation Detection Using Few-Shot Data Sampling Technique and | yolov8 | |
| Research on Infrared Dim Target Detection Based on Improved | yolov8 | |
| Rip Current Segmentation: A Novel Benchmark and | yolov8 | Baseline Results |
| SAR-NTV- | yolov8 | : A Neural Network Aircraft Detection Method in SAR Images Based on Despeckling Preprocessing |
| Shadow-Robust Pavement Damage Detection Framework Based on RACycle-GAN and DDE- | yolov8 | , A |
| SMA-YOLO: An Improved | yolov8 | Algorithm Based on Parameter-Free Attention Mechanism and Multi-Scale Feature Fusion for Small Object Detection in UAV Images |
| Small-Object Detection Model Based on Improved | yolov8 | s for UAV Image Scenarios, A |
| SOD-YOLO: Small-Object-Detection Algorithm Based on Improved | yolov8 | for UAV Images |
| SPDC-YOLO: An Efficient Small Target Detection Network Based on Improved | yolov8 | for Drone Aerial Image |
| SRS-YOLO: Improved | yolov8 | -Based Smart Road Stud Detection |
| Vehicle Accident Detection in Video Surveillance Based on BiFPN- | yolov8 | |
| Visionary vigilance: Optimized | yolov8 | for fallen person detection with large-scale benchmark dataset |
| YOLODCC: Improved | yolov8 | combined with dynamic confidence compensation for lightweight moving object detection |
| yolov8 | Based Deep Learning Method for Potholes Detection |
| yolov8 | -DSRI: An improved YOLOV8 instance segmentation algorithm for identifying silkworms in dense environments |
| yolov8 | -DSRI: An improved YOLOV8 instance segmentation algorithm for identifying silkworms in dense environments |
| yolov8 | -GAD: A Lightweight Model for Wheat Ear Counting in Field for UAV Edge Computing |
| yolov8 | -MAH: Multi-attribute recognition model for Vehicles |
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