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docs: add intial benchmark md & add to readme
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BENCHMARKS.md

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# Benchmarks
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## How to:
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### Segmentation performance.
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### Model latency.

README.md

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- Simple model training with [pytorch-lightning](https://www.pytorchlightning.ai/).
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- Benchmarking utilities both for model latency & segmentation performance.
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- Regularization techniques to tackle batch effects/domain shifts.
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- Ability to add transformers to the decoder layers.
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## Installation
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