DeepSparse / README.md
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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 — dataset, n input views, Stage 2, epoch 400

Checkpoint Map

Folder Anatomy Views Stage Original training run
pretrain/ — (pretraining) 6–24 Pretrain atlas_7k+mv+rv
abdomen+6v+s2/ Abdomen (PANORAMA) 6 S2 atlas_7k+mv+rv+s1+ep7+abdomen+6v+s2
abdomen+8v+s2/ Abdomen (PANORAMA) 8 S2 atlas_7k+mv+rv+s1+ep7+abdomen+8v+s2
abdomen+10v+s2/ Abdomen (PANORAMA) 10 S2 atlas_7k+mv+rv+s1+ep7+abdomen+10v+s2
pelvis+6v+s2/ Pelvis (PENGWIN) 6 S2 atlas_7k+mv+rv+s1+ep7+pelvis+6v+s2
pelvis+8v+s2/ Pelvis (PENGWIN) 8 S2 atlas_7k+mv+rv+s1+ep7+pelvis+8v+s2
pelvis+10v+s2/ Pelvis (PENGWIN) 10 S2 atlas_7k+mv+rv+s1+ep7+pelvis+10v+s2
tooth+6v+s2/ Tooth (ToothFairy) 6 S2 atlas_7k+mv+rv+s1+ep7+tooth+6v+s2
tooth+8v+s2/ Tooth (ToothFairy) 8 S2 atlas_7k+mv+rv+s1+ep7+tooth+8v+s2
tooth+10v+s2/ Tooth (ToothFairy) 10 S2 atlas_7k+mv+rv+s1+ep7+tooth+10v+s2
luna+6v+s2/ Lung (LUNA16) 6 S2 atlas_7k+mv+rv+ft_s1+ep7+s2 (ep 800)
luna+8v+s2/ Lung (LUNA16) 8 S1* atlas_7k+mv+rv+s1+ep7+8v (ep 800)
luna+10v+s2/ Lung (LUNA16) 10 S1* atlas_7k+mv+rv+s1+ep7+10v (ep 800)

* Luna 8v and 10v use a single-stage training run (800 epochs) equivalent to the combined S1+S2 pipeline used for other anatomies.

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).