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Awesome Water Surface Perception

Overview

Teams

  • WaterScenes [Website] [Github]

    University of Liverpool, Xi'an Jiaotong-Liverpool University, Institute of Deep Perception Technology, Jiangsu Industrial Technology Research Institute

  • Marine Intelligent Perception and Computation (MIPC) Group [Website]

    Wuhan University of Technology

  • Avalon [Website]

    University of Tübingen

  • Visual Cognitive Systems (ViCos) Laboratory [Website] [Datasets]

    University of Ljubljana

Workshops

  • MaCVi 2024

    • The 2nd Workshop on Maritime Computer Vision (MaCVi) 2024 [Website] [Results] [Paper List]
    • Baseline: SeaDronesSee: A Maritime Benchmark for Detecting Humans in Open Water [SeaDroneSee] [Paper]
    • 2023 - Sea You Later: Metadata-Guided Long-Term Re-Identification for UAV-Based Multi-Object Tracking [SeaDroneSee-MOT BoaTrack] WACV Workshop [Paper] (🥇 in UAV-based Multi-Object Tracking, and 🥇 in USV-based Multi-Object Tracking)
    • 2023 - ReIDTracker Sea: the technical report of BoaTrack and SeaDronesSee-MOT challenge at MaCVi [SeaDroneSee-MOT BoaTrack] WACV Workshop [Paper] (🥈 in UAV-based Multi-Object Tracking, 🥉 in USV-based Multi-Object Tracking)
    • 2023 - [DLR-BoaTrack]: Improving YOLOv8 with Scattering Transform and Attention for Maritime Awareness [SeaDroneSee-MOT BoaTrack] ISPA [Paper] (+BoT-SORT, 🥉 in UAV-based Multi-Object Tracking)
    • 2023 - SeaDSC: A video-based unsupervised method for dynamic scene change detection in unmanned surface vehicles [RoboWhaler] WACV Workshop [Paper]
  • MaCVi 2023

    • The 1nd Workshop on Maritime Computer Vision (MaCVi) 2023 [Website] [Results] [Paper List]
    • Baseline: SeaDronesSee: A Maritime Benchmark for Detecting Humans in Open Water [SeaDroneSee] [Paper]
    • 2023 - A Novel Framework to Evaluate and Train Object Detection Models for Real-Time Victims Search and Rescue at Sea with Autonomous Unmanned Aerial Systems Using High-Fidelity Dynamic Marine Simulation Environment [SeaDroneSee] [Paper]
    • 2023 - Improving the Detection of Small Oriented Objects in Aerial Images [Paper]
    • 2023 - YOLOv7-Sea: Object Detection of Maritime UAV Images Based on Improved YOLOv7 [Paper]

Surveys

  • 2017 - Video Processing From Electro-Optical Sensors for Object Detection and Tracking in a Maritime Environment: A Survey TITS [Paper]
  • 2023 - Deep learning-based object detection in maritime unmanned aerial vehicle imagery: Review and experimental comparisons EAAI [Paper]

Datasets

Name Year Task Affiliation Link
MarDCT 2015 Classification
Object Detection
Tracking
Sapienza University of Rome Website
Paper
MODD 2016 Object Detection
Semantic Segmentation
University of Ljubljana Website
Paper
Github
SMD 2017 Object Detection
Object Tracking
The Arctic University of Norway Website
Paper
Github
Visual-Inertial-Canoe 2018 SLAM University of Illinois at Urbana-Champaign Website
Paper
MODD2 2018 Object Detection
Semantic Segmentation
University of Ljubljana Website
Paper
Github
MaSTr1325 2019 Semantic Segmentation University of Ljubljana Website
Paper
Github
Tampere-WaterSeg 2019 Semantic Segmentation Tampere University Paper
MID 2020 Object Detection Shanghai University Paper
Github
WSODD 2021 Object Detection
Instance Segmentation
Beijing Institute of Technology Paper
Github
USVInland 2021 SLAM
Stereo Matching
Water Segmentation
ORCA-tech Weibsite
Paper
Github
FloW 2021 Object Detection
Multimodal Object Detection
ORCA-tech Website
Paper
Github
SeaDronesSee 2021 Object Detection
Object Tracking
University of Tuebingen Website
GitHub
Paper
WaterScenes 2023 Object Detection
Instance Segmentation
Semantic Segmentation
Free-Space Segmentation
Waterline Segmentation
Panoptic Perception
University of Liverpool Website
GitHub
Paper
LaRS 2023 Semantic Segmentation
Panoptic Segmentation
University of Ljubljana Website
GitHub
Paper
MVDD13 2024 Object Detection Dalian Maritime University GitHub
Paper

Tasks

Detection

  • 2019 - Object Detection in a Maritime Environment: Performance Evaluation of Background Subtraction Methods [SMD] TITS [Paper]
  • 2020 - Are Object Detection Assessment Criteria Ready for Maritime Computer Vision? [SMD] TITS [Paper]
  • 2023 - Achelous: A Fast Unified Water-surface Panoptic Perception Framework based on Fusion of Monocular Camera and 4D mmWave Radar [WaterScenes] ITSC [Paper] [GitHub]
  • 2023 - An Automated Method for the Creation of Oriented Bounding Boxes in Remote Sensing Ship Detection Datasets WACV Workshop [Paper]
  • 2024 - MDD-ShipNet: Math-Data Integrated Defogging for Fog-Occlusion Ship Detection TITS [Paper]
  • 2024 - AodeMar: Attention-Aware Occlusion Detection of Vessels for Maritime Autonomous Surface Ships TITS [Paper]

Small Object Detection

  • 2023 - A novel Multi to Single Module for small object detection [SeaDroneSee] [Paper]
  • 2024 - [RCFNet] Small Object Detection on the Water Surface Based on Radar and Camera Fusion [FloW] ICASSP [Paper]

Segmentation

  • 2018 - Stereo obstacle detection for unmanned surface vehicles by IMU-assisted semantic segmentation [MODD2] [Paper]
  • 2021 - ShorelineNet: An Efficient Deep Learning Approach for Shoreline Semantic Segmentation for Unmanned Surface Vehicles [MODD2] IROS [Paper]

Tracking

  • 2021 - A Robust Deep Affinity Network for Multiple Ship Tracking [SMD] TIM [Paper]
  • 2023 - Asynchronous Trajectory Matching-Based Multimodal Maritime Data Fusion for Vessel Traffic Surveillance in Inland Waterways TITS [Paper]
  • 2023 - Stable Yaw Estimation of Boats from the Viewpoint of UAVs and USVs ECMR [Paper]
  • 2023 - Memory Maps for Video Object Detection and Tracking on UAVs IROS [Paper]
  • 2023 - Improving maritime traffic surveillance in inland waterways using the robust fusion of AIS and visual data Ocean Engineering [Paper]
  • 2023 - Sea You Later: Metadata-Guided Long-Term Re-Identification for UAV-Based Multi-Object Tracking [SeaDroneSee-MOT BoaTrack] WACV Workshop [Paper]
  • 2023 - ReIDTracker Sea: the technical report of BoaTrack and SeaDronesSee-MOT challenge at MaCVi [SeaDroneSee-MOT BoaTrack] WACV Workshop [Paper]
  • 2023 - [DLR-BoaTrack]: Improving YOLOv8 with Scattering Transform and Attention for Maritime Awareness [SeaDroneSee-MOT BoaTrack] ISPA [Paper]
  • 2024 - Active Vision-Based Finite-Time Trajectory-Tracking Control of an Unmanned Surface Vehicle Without Direct Position Measurements TITS [Paper]

Mapping

  • 2024 - Real-Time Volumetric Perception for Unmanned Surface Vehicles Through Fusion of Radar and Camera TIM [Paper]

Diffusion

  • 2023 - SafeSea: Synthetic Data Generation for Adverse & Low Probability Maritime Conditions [SeaDroneSee] WACV Workshop[Paper] [Code]

Image Enhancement

  • 2023 - AiOENet: All-in-One Low-Visibility Enhancement to Improve Visual Perception for Intelligent Marine Vehicles Under Severe Weather Conditions TIV[Paper] [Code]

Google Scholars

Ryan Wen Liu, Ning Wang, Yu Guo, Yuwei Cheng, Yuxu Lu, Cheng-Yen Yang