Image Segmentation
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README.md CHANGED
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- ---
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- license: cc-by-nc-sa-4.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: cc-by-nc-sa-4.0
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+ datasets:
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+ - FOMO-MRI/FOMO260K
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+ pipeline_tag: image-segmentation
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+ ---
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+
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+ # ResEnc UNet pretrained on FOMO260K using AMAES
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+
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+ This repository contains the checkpoint of the model from the [FOMO260K paper](https://arxiv.org/abs/2506.14432v2).
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+ * Network: Resenc Unet B with 102M parameters ([model definition](https://github.com/Sllambias/asparagus/blob/72f333b9b59cf9c2a5689995b72a06d689707fec/asparagus/modules/networks/resenc_unet.py#L119))
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+ * Pretext Task: [AMAES](https://arxiv.org/abs/2408.00640).
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+ * Dataset: [FOMO260K](https://huggingface.co/datasets/FOMO-MRI/FOMO260K).
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+ * Code: [Asparagus](https://github.com/Sllambias/asparagus).
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+
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+ ## Finetuning the model for Segmentation tasks
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+
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+ To finetune the model with the configs used in the paper, simply use the following command
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+ ```
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+ asp_finetune_seg \
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+ --config-name projects/datapaper/finetune/resenc_[dataset]_fewshot.yaml \
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+ checkpoint_path=path/to/checkpoint.ckpt
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+ ```
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+ where `[dataset]` is one of `{cerebrum, wmh, isles, atlas, sbm}`.
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+
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+
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+ ## Installing Asparagus
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+ For instructions on how to install asparagus, preprocess your data, and make your own configs, please refer to the [Asparagus Readme](https://github.com/Sllambias/asparagus).
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