Vessel Detection
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Benchmarks
Vessel detection Dateset
Most implemented
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks
Deformable Convolutional Networks
CE-Net: Context Encoder Network for 2D Medical Image Segmentation
Hull First, Wake Second: Wake-Reliance Suppression for Robust Maritime Vessel Detection
Asynchronous Trajectory Matching-Based Multimodal Maritime Data Fusion for Vessel Traffic Surveillance in Inland Waterways
Hierarchical LoG Bayesian Neural Network for Enhanced Aorta Segmentation
Papers
Hull First, Wake Second: Wake-Reliance Suppression for Robust Maritime Vessel Detection
Maritime vessel detectors often face scenes where hulls are small, low-contrast, or blurred, while wakes are longer and easier to detect. This creates a wake-reliance problem: detectors may miss slow or stationary vessel…
Vessel DetectionMMUSV-Sim: A Perception-Oriented Simulation and Data-Generation Platform for Multi-USV Cooperative Perception
Cooperative perception among multiple unmanned surface vehicles (USVs) combines complementary observations to extend maritime target sensing beyond the view range and field of a single platform. Developing such systems a…
Vessel DetectionA Distributed Acoustic Sensing Dataset for Vessel Detection and Localization in Submarine Cable Protection
Recent incidents of accidental damage and suspected sabotage to submarine telecommunication and power cables, particularly in the Baltic Sea, have underscored their vulnerability and the need for continuous monitoring so…
Vessel DetectionSea-Scan: High-Accuracy, ML-based Dark Vessel Detection and Localisation via Weakly Supervised DAS Monitoring
We present an ML-based vessel detection and localization system, trained with weak supervision from imperfect AIS labels, that achieves a 97.8% detection rate at 1.98% false-trigger rate, successfully identifies dark-ves…
Vessel DetectionDarkVesselNet: Multi-Modal Remote Sensing and Trajectory Reasoning for Dark Vessel Detection
Dark vessel detection requires fusing what vessels report through AIS with what satellites observe through radar and optical sensors. DarkVesselNet is a multi-modal remote sensing stack that combines Sentinel-1 SAR, Sent…
Vessel DetectionImpact of Atmospheric Turbulence and Pointing Error on Earth Observation
Earth Observation (EO) imagery is often degraded by atmospheric turbulence and pointing jitter; yet, these effects are rarely considered in datasets used to train AI-based detection models. Based on prior work, this pape…
Vessel Detection