Image: Kaggle competition pageKaggle · 2022
TensorFlow - Help Protect the Great Barrier Reef
Detect crown-of-thorns starfish in underwater image data
- Placements
- 4
- Teams
- 2,025
- Prize pool
- $150,000
Adoption evidence
Illustrative imagePhoto: Orest Sv on Pexels 
Classified public GitHub repositories96Repository metadata matched to this vertical; classifications are multi-label and non-additive.View evidence Research works citing Albumentations30Public citations assigned to this vertical. Citation evidence is not deployment evidence.View evidence Competition records4Released-package competition records tagged to this vertical.View evidence 
Verified Hugging Face artifacts5Public models, datasets, and Spaces with code-use or runtime-dependency evidence.View evidence
Vertical evidence
Albumentations evidence in Maritime
Marine, underwater, ship, fisheries, aquaculture, and subsea applications.
This page keeps broad public-source counts distinct from the named records below. They describe public evidence, not companies, customers, production deployments, or commercial licenses.
Classified public GitHub repositories96Repository metadata matched to this vertical; classifications are multi-label and non-additive.View evidence Research works citing Albumentations30Public citations assigned to this vertical. Citation evidence is not deployment evidence.View evidence Competition records4Released-package competition records tagged to this vertical.View evidence Verified Hugging Face artifacts5Public models, datasets, and Spaces with code-use or runtime-dependency evidence.View evidence ML competitions
Winning solutions in Maritime
Each competition keeps placement-level public sources and a source image linked back to the competition provider.
Image: Kaggle competition page
Image: Kaggle competition pageKaggle · 2019
Humpback Whale Identification
Can you identify a whale by its tail?
- Placements
- 3
- Teams
- 2,120
- Prize pool
- $25,000
Image: Kaggle competition pageKaggle · 2022
Happywhale - Whale and Dolphin Identification
Identify whales and dolphins by unique characteristics
- Placements
- 3
- Teams
- 1,588
- Prize pool
- $25,000
Named public records
Inspect the evidence itself
These records are curated examples from the detailed snapshot. Their count can be lower than the broader source count above because the sources are collected and refreshed independently.
Research citations
A citation establishes research use or discovery. It does not by itself prove a dependency, deployment, endorsement, or commercial license.
30
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Published 2022
Underwater Image Enhancement With Reinforcement Learning77 citations to this work.
Published 2021
MFFN: An Underwater Sensing Scene Image Enhancement Method Based on Multiscale Feature Fusion Network62 citations to this work.
Published 2022
Extraction of Aquaculture Ponds along Coastal Region Using U2-Net Deep Learning Model from Remote Sensing Images59 citations to this work.
Published 2022
A Multi-Domain Collaborative Transfer Learning Method with Multi-Scale Repeated Attention Mechanism for Underwater Side-Scan Sonar Image Classification51 citations to this work.
Published 2024
A Joint Ship Detection and Waterway Segmentation Method for Environment-Aware of USVs in Canal Waterways41 citations to this work.
Published 2024
Improved YOLOv5 Based Deep Learning System for Jellyfish Detection19 citations to this work.
Published 2022
Netting Damage Detection for Marine Aquaculture Facilities Based on Improved Mask R-CNN19 citations to this work.
Published 2021
Anomaly Detection for In situ Marine Plankton Images15 citations to this work.
Published 2024
2nd Workshop on Maritime Computer Vision (MaCVi) 2024: Challenge Results11 citations to this work.
Published 2025
Early detection of marine bioinvasion by sun corals using YOLOv89 citations to this work.
Published 2020
Underwater Object Detection With Mixed Attention Mechanism And Multi-Enhancement Strategy8 citations to this work.
Published 2024
Enhancing Detection of Remotely-Sensed Floating Objects via Data Augmentation for Maritime SAR7 citations to this work.
Published 2022
Virtual Underwater Datasets for Autonomous Inspections7 citations to this work.
Published 2023
EfficientShip: A Hybrid Deep Learning Framework for Ship Detection in the River5 citations to this work.
Published 2026
UAV-Based Visual Detection and Tracking of Drowning Victims in Maritime Rescue Operations4 citations to this work.
Published 2020
Automatic Sorting of Dwarf Minke Whale Underwater Images4 citations to this work.
Published 2025
Improving small object detection in open water maritime monitoring under low-shot learning3 citations to this work.
Published 2023
Underwater Image Classification using Efficient Fine-tuned DenseNet-121 with Image Albumentation and Adagrad Optimizer for Minimum Loss3 citations to this work.
Published 2025
YOLO-StarLS: A Ship Detection Algorithm Based on Wavelet Transform and Multi-Scale Feature Extraction for Complex Environments3 citations to this work.
Published 2025
Research on Underwater Target Detection Technology Based on SMV-YOLOv11n2 citations to this work.
Published 2023
Improving Semantic Segmentation Performance in Underwater Images2 citations to this work.
Published 2025
Enhancing Naval Mine Detection through Augmented Side Scan Sonar Data and Synthetic Image Generation for Manned and Unmanned Teaming Systems1 citations to this work.
Published 2026
DeepMarine: A Deep Learning Framework for detecting plastic debris in water and conserving Biodiversity0 citations to this work.
Published 2025
Automated 2D/3D Image Mosaicing System for Underwater Images of Poompuhar0 citations to this work.
Published 2025
DIANA: Drone Imagery for Archipelago Navigation and Analysis for Maritime Object Detection0 citations to this work.
Published 2025
Deep Learning Based Crab Classification for Marine Pest Monitoring0 citations to this work.
Published 2025
Robust Wake Detection for Enhanced Maritime Monitoring: Transfer Learning Through a Dedicated Multispectral Ship Wake Data Set0 citations to this work.
Published 2025
SAR-UMSDN: The Unsupervised Multimodal Ship Detection Network Based on SAR Images0 citations to this work.
Published 2025
Beyond RGB: Early Stage Fusion of Thermal and Visual Modalities for Robust Maritime Perception0 citations to this work.
Published 2024
Marine-Life-Detection and Density-Estimation Algorithms Based on Underwater Images and Scientific Sonar Systems0 citations to this work.
Verified Hugging Face artifacts
Each record has public code-use or runtime-dependency evidence. Reference-only cards are not shown here.
5
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Verified runtime dependency · Hugging Face space
Dillu2004/spillguard-oil-detection0 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face model
Fa66666/coral-segmentation0 public downloads · python ast import in coral_seg/coral_seg/dataset.py
Verified runtime dependency · Hugging Face space
karthikrampeta/Marine-Debris-Detection0 public downloads · dependency manifest in Dockerfile
Verified runtime dependency · Hugging Face space
PAIR/StreamingT2V0 public downloads · dependency manifest in pyproject.toml
Verified runtime dependency · Hugging Face space
SohamLone77/aquaintel-vision0 public downloads · python ast import in augment_dataset.py