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Open Datasets
Game of Deep Learning Ship Datasets
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Game of Deep Learning Ship Datasets

This dataset contains images of ships with detailed annotations, allowing the development and testing of models for the detection and classification of maritime objects.

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Size

Approximately 8,935 images, JPG/PNG format with tabular annotations on 5 columns

Licence

Open Database, Contents: Database Contents

Description

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The “Game of Deep Learning Ship Datasets” dataset includes nearly 9,000 annotated images representing different types of ships in varied maritime environments. Each image is accompanied by a data table describing the associated characteristics, divided into 5 distinct columns.

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What is this dataset for?

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  • Training computer vision models for ship detection
  • Testing object classification algorithms in a maritime context
  • Develop surveillance or security systems in coastal environments

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Can it be enriched or improved?

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Yes, it is possible to enrich the dataset with finer annotations (type of ship, weather conditions), or to add images from different sources for greater diversity. Additional manual annotation is recommended to improve quality.

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🔎 In summary

Criterion Evaluation
🧩 Ease of use⭐⭐⭐✩✩ (Requires preprocessing of annotations)
🧼 Need for cleaning⭐⭐⭐✩✩ (Moderate – label verification and harmonization recommended)
🏷️ Annotation richness⭐⭐⭐✩✩ (Basic to medium – 5 annotation columns)
📜 Commercial license⚠️ To confirm – "Open Database, Contents: Database Contents"
👨‍💻 Beginner friendly⚠️ Medium – useful with computer vision knowledge
🔁 Fine-tuning ready🎯 Suitable for detection and classification of maritime images
🌍 Cultural diversity⚠️ Limited – focused on ships, diversity depending on geographic context unknown

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🧠 Recommended for

  • Computer vision researchers
  • Marine System Developers
  • Surveillance projects

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🔧 Compatible tools

  • OpenCV
  • TensorFlow
  • PyTorch
  • Detectron2
  • YOLO

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💡 Tip

Combine this dataset with other maritime collections to improve the robustness of the models.

Frequently Asked Questions

What type of annotations does this dataset contain?

It contains 5 columns of tabular annotations, probably with information on the type or condition of the vessels.

Is this dataset suitable for real-time detection?

Yes, with the right training, the models can be used for real-time maritime surveillance applications.

Is it a dataset suitable for deep learning beginners?

It is accessible with moderate computer vision experience, but is still usable for learning with a bit of guidance.

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