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## Model Details |
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### Model Description |
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A pretrained, general purpose microscopy identity tracking model. Trained on diverse data across scales, from cells to organelles. |
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Expects videos with accompanying detection labels in .slp or CellTrackingChallenge format. |
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- **Developed by:** talmolab |
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- **Shared by:** talmolab |
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- **License:** [More Information Needed] |
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### Model Sources |
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- **Repository:** [talmolab/dreem](https://github.com/talmolab/dreem) |
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- **Paper [optional]:** [More Information Needed] |
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## Uses |
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To track identities of instances in microscopy timelapses. Maintains consistent identities across time. |
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## How to Get Started with the Model |
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See https://dreem.sleap.ai |
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## Training Details |
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### Training Data |
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<!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. --> |
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[More Information Needed] |
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### Training Procedure |
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<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. --> |
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#### Preprocessing [optional] |
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[More Information Needed] |
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#### Training Hyperparameters |
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See configuration files provided in model directory |
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#### Speeds, Sizes, Times [optional] |
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<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. --> |
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[More Information Needed] |
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## Evaluation |
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<!-- This section describes the evaluation protocols and provides the results. --> |
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### Testing Data, Factors & Metrics |
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#### Testing Data |
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<!-- This should link to a Dataset Card if possible. --> |
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#### Metrics |
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CLEARMOT metrics, implemented by https://github.com/cheind/py-motmetrics |
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CellTrackingChallenge metrics, implemented by https://github.com/CellTrackingChallenge/py-ctcmetrics# |
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### Results |
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[More Information Needed] |
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#### Summary |
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## Technical Specifications [optional] |
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### Model Architecture and Objective |
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[More Information Needed] |
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### Compute Infrastructure |
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[More Information Needed] |
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#### Hardware |
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[More Information Needed] |
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#### Software |
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[More Information Needed] |
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## Citation [optional] |
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<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. --> |
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**BibTeX:** |
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[More Information Needed] |
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## More Information [optional] |
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[More Information Needed] |
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## Model Card Authors [optional] |
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[More Information Needed] |
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## Model Card Contact |
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[More Information Needed] |
