Runs standard or fixed-channel softmax finetuning of NV-Segment-CT VISTA3D on CT NIfTI image/label datasets, with optional MONAI-native MLflow tracking and checkpoint evidence. Uses softmax for predefined, mutually exclusive classes; keeps the standard workflow when point prompts or runtime-variable classes are needed. Not for clinical validation.
Install
npx skills add NVIDIA/skills --skill nv-segment-ct-finetunenpx skills add NVIDIA/skills --skill nv-segment-ct-finetune -a claude-code -gnpx skills add NVIDIA/skills --skill nv-segment-ct-finetune -a codex -ggemini skills install https://github.com/NVIDIA/skills.git --path skills/nv-segment-ct-finetunegh skill install NVIDIA/skills nv-segment-ct-finetunegit clone --depth 1 https://github.com/NVIDIA/skills /tmp/NVIDIA__skills
mkdir -p ~/.claude/skills ~/.agents/skills
cp -R /tmp/NVIDIA__skills/skills/nv-segment-ct-finetune ~/.claude/skills/nv-segment-ct-finetune # Claude Code
cp -R /tmp/NVIDIA__skills/skills/nv-segment-ct-finetune ~/.agents/skills/nv-segment-ct-finetune # Codex, Cursor, Gemini CLI, Copilot, OpenCode