openvinotoolkit / openvinotoolkit/open_model_zoo
Suggestion for new model type
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- Dominant language
- Python
- Stars
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- Merged PRs (30d)
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Description
I have a suggestion for a model for quite common use case: people detection in an overhead camera scene.
Regular models like person-detection-retail just won't detect in such circumstances but this is the best camera position for non-occlusive people counting. It would be great if you add this type of model. I could assist with data collection if necessary.
Here is the image example: https://ibb.co/37Ybx5b
Contributor guide
First steps
- Read the whole issue, then the project's contributing guide.
- Comment on the issue to say you are picking it up — it saves two people doing the same work.
- Fork the repository and make your change on a branch.
- Open a pull request that references the issue number.
Research direction
No file, test, or entry point is named. Start by reviewing how the existing person-detection-retail model is represented in the model zoo and how overhead-scene training data would be collected and evaluated. Done would require an accepted model contribution that detects people reliably from overhead camera views.
Written by the indexing model from the issue text.
Assessment
- Domain
- computer-vision, machine-learning
- Issue type
- Feature
- Difficulty
- 5/5
- Estimated time
- Over a week
- Activity status
- Stale
- Clarity
- Needs clarification
- Newbie friendliness
- 20/100