Dataset Management Framework (Datumaro)

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A framework and CLI tool to build, transform, and analyze datasets.

VOC dataset                                  ---> Annotation tool
     +                                     /
COCO dataset -----> Datumaro ---> dataset ------> Model training
     +                                     \
CVAT annotations                             ---> Publication, statistics etc.

Features

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  • Dataset reading, writing, conversion in any direction.

    Other formats and documentation for them can be found here.

  • Dataset building

    • Merging multiple datasets into one
    • Dataset filtering by a custom criteria:
      • remove polygons of a certain class
      • remove images without annotations of a specific class
      • remove occluded annotations from images
      • keep only vertically-oriented images
      • remove small area bounding boxes from annotations
    • Annotation conversions, for instance:
      • polygons to instance masks and vice-versa
      • apply a custom colormap for mask annotations
      • rename or remove dataset labels
    • Splitting a dataset into multiple subsets like train, val, and test:
      • random split
      • task-specific splits based on annotations, which keep initial label and attribute distributions
        • for classification task, based on labels
        • for detection task, based on bboxes
        • for re-identification task, based on labels, avoiding having same IDs in training and test splits

  • Dataset quality checking

    • Simple checking for errors
    • Comparison with model inference
    • Merging and comparison of multiple datasets
    • Annotation validation based on the task type(classification, etc)

  • Dataset comparison

  • Dataset statistics (image mean and std, annotation statistics)

Check the design document for a full list of features. Check the user manual for usage instructions.

Contributing

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Feel free to open an Issue, if you think something needs to be changed. You are welcome to participate in development, instructions are available in our contribution guide.

Project links

Data verified by PyPI on Sep 2, 2026
Data provided by the project maintainers, verified at the time the release was uploaded to PyPI.

Key dates

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  • Released:
Latest release

3 maintainers

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Avatar for AlbertvanHouten from gravatar.com AlbertvanHouten Avatar for Daankrol from gravatar.com Daankrol Avatar for sovrasov from gravatar.com sovrasov

Credits

Maintainer: Intel Open Edge Platform

GitHub Statistics

Data verified by PyPI on Sep 2, 2026
The GitHub source repository was provided by the project maintainers and verified by PyPI at the time of upload. Stars, forks, and open issues/PRs are derived from that repository and have not been independently verified.

Requires

Python <3.15, >=3.10

Provides Extra

dev test docs tf torch kaggle scipy nlp tabulate cli visualizer h5py nibabel protobuf experimental

Classifiers

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Release history Release notifications | RSS feed

This release

1.13.10 This release

26 files

1.13.9

26 files

1.13.8

26 files

1.13.7

26 files

1.13.6

26 files

1.13.5

21 files

1.13.4

21 files

1.13.3

21 files

1.13.2

21 files

1.13.1

21 files

1.13.0

21 files

1.12.0

26 files

1.11.1

26 files

1.11.0

13 files

1.10.0

13 files

Pre-release

1.10.0rc1

10 files

Pre-release

1.10.0rc0

10 files

1.9.1

10 files

1.9.0

10 files

1.8.0

10 files

1.7.0

10 files

Pre-release

1.7.0rc1

10 files

1.6.1

10 files

Pre-release

1.6.1rc3

10 files

Pre-release

1.6.1rc2

10 files

Pre-release

1.6.1rc1

10 files

1.6.0

10 files

Yanked

1.6.0rc1

13 files

Yanked

1.6.0rc0

17 files

1.5.2

13 files

1.5.1

17 files

Pre-release

1.5.1rc4

17 files

Pre-release

1.5.1rc3

17 files

Pre-release

1.5.1rc2

17 files

Pre-release

1.5.1rc1

17 files

1.5.0

17 files

Pre-release

1.5.0rc2

17 files

Pre-release

1.5.0rc1

17 files

Pre-release

1.5.0rc0

17 files

1.4.1

17 files

1.4.0

17 files

Pre-release

1.4.0rc4

17 files

Pre-release

1.4.0rc3

17 files

Pre-release

1.4.0rc2

17 files

Pre-release

1.4.0rc1

17 files

1.3.2

1 file

1.3.1

7 files

1.3.0

1 file

Pre-release

1.3.0rc1

1 file

1.2.1

7 files

1.2.0

1 file

Pre-release

1.2.0rc3

1 file

Pre-release

1.2.0rc2

1 file

Pre-release

1.2.0rc1

1 file

1.1.1

1 file

1.1.0

1 file

Pre-release

1.1.0rc1

1 file

1.0.0

1 file

Pre-release

1.0.0rc1

1 file

0.5.0

1 file

Pre-release

0.5.0rc2

1 file

Pre-release

0.5.0rc1

1 file

0.4.0.1

2 files

0.3.1

2 files

0.3

2 files

0.2.3

2 files

0.2.2

2 files

0.2.1

2 files

0.2

2 files

0.1.11

2 files

0.1.10.1

2 files

0.1.10

2 files

0.1.9

2 files

0.1.8

2 files

0.1.7

2 files

0.1.6.1

2 files

0.1.6

2 files

0.1.5.1

2 files

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