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Check out the documentation for more information.

Checkpoints

This directory holds all pretrained and finetuned model weights for DeepSparse.

Note: This directory is excluded from the git repository. Checkpoints are hosted on HuggingFace: HajihajihaJimmy/DeepSparse

Naming Convention

logs/
  pretrain/ep_700.pth          Pretrained foundation model (AtlasAbdomenMini, ep 700)
  {dataset}+{n}v+s2/ep_400.pth  Finetuned model โ€” dataset, n input views, Stage 2, epoch 400

Checkpoint Map

Folder Anatomy Views Original training run
pretrain/ โ€” (pretraining) 6โ€“24 atlas_7k+mv+rv
abdomen+6v+s2/ Abdomen (PANORAMA) 6 atlas_7k+mv+rv+s1+ep7+abdomen+6v+s2
abdomen+8v+s2/ Abdomen (PANORAMA) 8 atlas_7k+mv+rv+s1+ep7+abdomen+8v+s2
abdomen+10v+s2/ Abdomen (PANORAMA) 10 atlas_7k+mv+rv+s1+ep7+abdomen+10v+s2
pelvis+6v+s2/ Pelvis (PENGWIN) 6 atlas_7k+mv+rv+s1+ep7+pelvis+6v+s2
pelvis+8v+s2/ Pelvis (PENGWIN) 8 atlas_7k+mv+rv+s1+ep7+pelvis+8v+s2
pelvis+10v+s2/ Pelvis (PENGWIN) 10 atlas_7k+mv+rv+s1+ep7+pelvis+10v+s2
tooth+6v+s2/ Tooth (ToothFairy) 6 atlas_7k+mv+rv+s1+ep7+tooth+6v+s2
tooth+8v+s2/ Tooth (ToothFairy) 8 atlas_7k+mv+rv+s1+ep7+tooth+8v+s2
tooth+10v+s2/ Tooth (ToothFairy) 10 atlas_7k+mv+rv+s1+ep7+tooth+10v+s2
luna+6v+s2/ Lung (LUNA16) 6 atlas_7k+mv+rv+ft_s1+ep7+s2
luna+8v+s2/ Lung (LUNA16) 8 atlas_7k+mv+rv+s1+ep7+8v+s2
luna+10v+s2/ Lung (LUNA16) 10 atlas_7k+mv+rv+s1+ep7+10v+s2

Usage

All evaluation scripts expect checkpoints at logs/{name}/ep_{epoch}.pth. The default epoch for inference is 400 (set via --epoch 400 in evaluate_s2.sh).

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