Science Score: 49.0%
This score indicates how likely this project is to be science-related based on various indicators:
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○CITATION.cff file
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✓codemeta.json file
Found codemeta.json file -
✓.zenodo.json file
Found .zenodo.json file -
✓DOI references
Found 3 DOI reference(s) in README -
○Academic publication links
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✓Committers with academic emails
2 of 7 committers (28.6%) from academic institutions -
○Institutional organization owner
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (11.1%) to scientific vocabulary
Keywords
Repository
Model Zoo for Multimedia Applications
Basic Info
- Host: GitHub
- Owner: mozuma
- License: mit
- Language: Python
- Default Branch: master
- Homepage: https://mozuma.github.io/mozuma
- Size: 62 MB
Statistics
- Stars: 8
- Watchers: 2
- Forks: 1
- Open Issues: 18
- Releases: 62
Topics
Metadata Files
README.md
MoZuMa
MoZuMa is a model zoo for multimedia search application. It provides an easy to use interface to run models for:
- Text to image retrieval: Rank images by their similarity to a text query.
- Image similarity search: Rank images by their similarity to query image.
- Image classification: Add labels to images.
- Face detection: Detect and retrieve images with similar faces.
- Object detection: Detect and retrieve images with similar objects.
- Video keyframes extraction: Retrieve the important frames of a video. Key-frames are used to apply all the other queries on videos.
- Multilingual text search: Rank similar sentences from a text query in multiple languages.
Quick links
Example gallery
See docs/examples/ for a collection of ready to use notebooks.
Citation
Please cite as:
bibtex
@inproceedings{mozuma,
author = {Massonnet, St\'{e}phane and Romanelli, Marco and Lebret, R\'{e}mi and Poulsen, Niels and Aberer, Karl},
title = {MoZuMa: A Model Zoo for Multimedia Applications},
year = {2022},
isbn = {9781450392037},
publisher = {Association for Computing Machinery},
address = {New York, NY, USA},
url = {https://doi.org/10.1145/3503161.3548542},
doi = {10.1145/3503161.3548542},
abstract = {Lots of machine learning models with applications in Multimedia Search are released as Open Source Software. However, integrating these models into an application is not always an easy task due to the lack of a consistent interface to run, train or distribute models. With MoZuMa, we aim at reducing this effort by providing a model zoo for image similarity, text-to-image retrieval, face recognition, object similarity search, video key-frames detection and multilingual text search implemented in a generic interface with a modular architecture. The code is released as Open Source Software at https://github.com/mozuma/mozuma.},
booktitle = {Proceedings of the 30th ACM International Conference on Multimedia},
pages = {7335–7338},
numpages = {4},
keywords = {multimedia search, vision and language, open source software},
location = {Lisboa, Portugal},
series = {MM '22}
}
Owner
- Name: MoZuMa
- Login: mozuma
- Kind: organization
- Location: Switzerland
- Repositories: 3
- Profile: https://github.com/mozuma
Model Zoo for Multimedia Applications
GitHub Events
Total
Last Year
Committers
Last synced: over 1 year ago
Top Committers
| Name | Commits | |
|---|---|---|
| smassonnet | s****t@g****m | 96 |
| Rémi Lebret | r****i@l****h | 13 |
| Stéphane Massonnet | s****t@e****h | 8 |
| Marco Romanelli | 4****9 | 8 |
| n-poulsen | 4****n | 2 |
| Remi Lebret | l****t@l****h | 1 |
| Stéphane Massonnet | 1 |
Committer Domains (Top 20 + Academic)
Issues and Pull Requests
Last synced: 9 months ago
All Time
- Total issues: 52
- Total pull requests: 49
- Average time to close issues: 25 days
- Average time to close pull requests: 5 days
- Total issue authors: 3
- Total pull request authors: 4
- Average comments per issue: 0.17
- Average comments per pull request: 0.2
- Merged pull requests: 44
- Bot issues: 0
- Bot pull requests: 0
Past Year
- Issues: 0
- Pull requests: 0
- Average time to close issues: N/A
- Average time to close pull requests: N/A
- Issue authors: 0
- Pull request authors: 0
- Average comments per issue: 0
- Average comments per pull request: 0
- Merged pull requests: 0
- Bot issues: 0
- Bot pull requests: 0
Top Authors
Issue Authors
- smassonnet (35)
- mromanelli9 (9)
- rlebret (8)
Pull Request Authors
- smassonnet (30)
- rlebret (9)
- mromanelli9 (8)
- IlliaOl (2)
Top Labels
Issue Labels
Pull Request Labels
Packages
- Total packages: 1
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Total downloads:
- pypi 71 last-month
- Total dependent packages: 0
- Total dependent repositories: 0
- Total versions: 5
- Total maintainers: 1
pypi.org: mozuma
Model Zoo for Multimedia Applications
- Homepage: https://github.com/mozuma/mozuma
- Documentation: https://mozuma.readthedocs.io/
- License: MIT License
-
Latest release: 0.9.0
published over 2 years ago
Rankings
Maintainers (1)
Dependencies
- black *
- jupytext *
- mkdocs-bibtex *
- mkdocs-markdownextradata-plugin *
- mkdocs-material *
- mkdocstrings-python-legacy *
- black *
- darker *
- flake8 *
- mypy *
- pytest *
- pytest-dotenv *
- requests-mock *
- types-PyYAML *
- types-requests *
- actions/checkout v2 composite
- actions/setup-python v2 composite
- actions/checkout v3 composite
- actions/setup-python v3 composite
- pypa/gh-action-pypi-publish v1.5.0 composite