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Clarify CUDA evaluation and checkpoint-only validation

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@@ -74,7 +74,8 @@ python method/eval/evaluate_checkpoint.py \
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  The public LUTSeg release has a patient-disjoint validation set and no separate
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  public test split. The evaluator reports per-class IoU and Dice plus their
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- means on the 30-image validation set.
 
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  ## Architecture and Training
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  The public LUTSeg release has a patient-disjoint validation set and no separate
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  public test split. The evaluator reports per-class IoU and Dice plus their
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+ means on the 30-image validation set and requires one CUDA GPU. Append
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+ `--check-only` to validate checkpoint compatibility without inference.
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  ## Architecture and Training
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