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CleanCam v2.0.0

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@khoa288 khoa288 released this 28 Jul 08:42

CleanCam v2.0.0 is the reproducibility release accompanying the revised
Data in Brief manuscript.

Highlights:

  • Documents the validated dataset of 22,572 RGB JPEG images at 3072 x 2048
    pixels: 18,972 field images and 3,600 split-consistent synthetic images.
  • Provides capture-disjoint train, validation, and test definitions,
    image-level metadata, a data dictionary, synthetic provenance, and
    documentation for all 11 deposit assets.
  • Reproduces manuscript Figures 2-6 and Tables 1-3 from released data.
  • Includes release-building and validation tools with SHA-256 manifest
    verification.
  • Provides optional MobileNetV2, ResNet-18, and EfficientNet-B0 benchmark
    workflows with cross-entropy, CORAL, and CORN heads.

Dataset v2.0.0: https://doi.org/10.5281/zenodo.21515620

Concept DOI for all dataset versions:
https://doi.org/10.5281/zenodo.18952473

CleanCam v1.0.0

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@khoa288 khoa288 released this 17 Jun 22:49

CleanCam v1.0.0

This release provides the public code associated with the CleanCam dataset article:

CleanCam: A labelled underwater image dataset for camera-viewport fouling assessment in aquaculture monitoring

The repository contains code for building, auditing, characterizing, and benchmarking the CleanCam dataset release.

Included components

  • Dataset release builder
  • Metadata and split integrity checks
  • Dataset characterization scripts
  • Annotation agreement analysis
  • Synthetic subset characterization
  • Reference image classification pipelines
  • Documentation for reproducing the dataset analyses

Dataset

The image dataset is archived on Zenodo:

https://doi.org/10.5281/zenodo.18952474