๐Ÿ“Œ “์˜๋ฃŒ์˜์ƒ ๋ถ„์„์˜ ํ•ต์‹ฌ ๋„๊ตฌ, 3D Slicer๋ฅผ 7์ผ ๋งŒ์— ๋๋‚ด๋Š” ์‹ค์ „ ๋กœ๋“œ๋งต”[ch]

 

๐Ÿ“Œ “์˜๋ฃŒ์˜์ƒ ๋ถ„์„์˜ ํ•ต์‹ฌ ๋„๊ตฌ, 3D Slicer๋ฅผ 7์ผ ๋งŒ์— ๋๋‚ด๋Š” ์‹ค์ „ ๋กœ๋“œ๋งต”[ch]

์ดˆ๋ณด์ž๋„ ๋”ฐ๋ผ ํ•˜๋ฉด ๋ฐ”๋กœ ๊ฒฐ๊ณผ๊ฐ€ ๋‚˜์˜ค๋Š” ์˜์ƒ ๊ธฐ๋ฐ˜ ์‹ค์Šต ๊ฐ€์ด๋“œ


✨ ์ด ๊ธ€์˜ ๋ชฉํ‘œ

  • 3D Slicer๋ฅผ *๋‹จ๊ธฐ๊ฐ„(7์ผ)*์— ์ตํžŒ๋‹ค

  • ์œ ํŠœ๋ธŒ ์˜์ƒ + ์‹ค์Šต ์ค‘์‹ฌ์œผ๋กœ ๋ฐ”๋กœ ์†์— ์ตํžˆ๋Š” ๊ตฌ์กฐ

  • ์‹ค์ œ ์˜๋ฃŒ์˜์ƒ ๋ถ„์„, ๋ถ„ํ• (Segmentation), 3D ๋ชจ๋ธ๋ง, ์ •๋Ÿ‰๋ถ„์„๊นŒ์ง€ ๊ฐ€๋Šฅํ•˜๋„๋ก ํ•œ๋‹ค

  • ๋ธ”๋กœ๊ทธ → ๊ฐ•์˜๋กœ ํ™•์žฅ ๊ฐ€๋Šฅํ•œ ์ฒด๊ณ„์  ์ปค๋ฆฌํ˜๋Ÿผ ์ œ๊ณต


๐Ÿงญ ์ „์ฒด ํ•™์Šต ๋กœ๋“œ๋งต (๋‹จ๊ธฐ ์ง‘์ค‘ํ˜•)

Dayํ•ต์‹ฌ ์ฃผ์ œ์‹ค์Šต ๊ฒฐ๊ณผ
Day 13D Slicer ๊ฐœ์š” & ์„ค์น˜DICOM ์˜์ƒ ์—ด๊ธฐ
Day 2ํ™”๋ฉด ์ดํ•ด & ๊ธฐ๋ณธ ์กฐ์ž‘์˜์ƒ ์ž์œ ์ž์žฌ ์กฐ์ž‘
Day 3Segmentation ๊ธฐ์ดˆ์žฅ๊ธฐ ๋ถ„ํ• 
Day 4Segmentation ์‹ฌํ™”์ข…์–‘/๋ณ‘๋ณ€ ๋ถ„ํ• 
Day 53D ๋ชจ๋ธ๋ง3D STL ์ƒ์„ฑ
Day 6์ •๋Ÿ‰ ๋ถ„์„๋ถ€ํ”ผ·๊ฑฐ๋ฆฌ ์ธก์ •
Day 7์‹ค์ „ ํ”„๋กœ์ ํŠธํฌํŠธํด๋ฆฌ์˜ค ๊ฒฐ๊ณผ๋ฌผ

1️⃣ 3D Slicer๋ž€ ๋ฌด์—‡์ธ๊ฐ€?

▶ 3D Slicer (์“ฐ๋ฆฌ๋”” ์Šฌ๋ผ์ด์„œ)

  • ์˜๋ฃŒ์˜์ƒ ์‹œ๊ฐํ™” ๋ฐ ๋ถ„์„ ์˜คํ”ˆ์†Œ์Šค ์†Œํ”„ํŠธ์›จ์–ด

  • MRI, CT, PET ๋“ฑ DICOM ์˜์ƒ ์ฒ˜๋ฆฌ์— ํŠนํ™”

  • ์—ฐ๊ตฌ·๊ต์œก·์ž„์ƒ ์ „ ๋‹จ๊ณ„์—์„œ ์‚ฌ์šฉ

๐Ÿ“Œ ๊ณต์‹ ์‚ฌ์ดํŠธ


2️⃣ Day 1 – ์„ค์น˜๋ถ€ํ„ฐ ์ฒซ ์˜์ƒ ์—ด๊ธฐ

✔ ์„ค์น˜ ์ ˆ์ฐจ

  1. https://download.slicer.org/ ์ ‘์†

  2. ์šด์˜์ฒด์ œ ์„ ํƒ (Windows / macOS / Linux)

  3. ์ตœ์‹  Stable ๋ฒ„์ „ ๋‹ค์šด๋กœ๋“œ

  4. ์„ค์น˜ ํ›„ ์‹คํ–‰


✔ ์ฒซ ์‹ค์Šต: DICOM ์˜์ƒ ๋ถˆ๋Ÿฌ์˜ค๊ธฐ

์ถ”์ฒœ ๋ฐ์ดํ„ฐ:

์‹คํ–‰ ์ ˆ์ฐจ

[์‹ค์Šต ๋ฐ•์Šค – Day 1 ํ•ต์‹ฌ] 1. 3D Slicer ์‹คํ–‰ 2. ์ƒ๋‹จ ๋ฉ”๋‰ด → DICOM ํด๋ฆญ 3. Import → DICOM ํด๋” ์„ ํƒ 4. Load ํด๋ฆญ 5. Axial / Sagittal / Coronal ํ™•์ธ

๐Ÿ“˜ ์šฉ์–ด ์„ค๋ช…

  • DICOM (๋””์ฝค): ์˜๋ฃŒ์˜์ƒ ํ‘œ์ค€ ํŒŒ์ผ ํ˜•์‹

  • Axial (์ถ•๋ฉด): ์œ„์—์„œ ์•„๋ž˜๋กœ ์ž๋ฅธ ๋‹จ๋ฉด


3️⃣ Day 2 – ํ™”๋ฉด ๊ตฌ์กฐ์™€ ์กฐ์ž‘ ์™„์ „ ์ •๋ณต

▶ ํ•ต์‹ฌ ํ™”๋ฉด ๊ตฌ์„ฑ

  • Slice View (์Šฌ๋ผ์ด์Šค ๋ทฐ): 2D ๋‹จ๋ฉด

  • 3D View (์‚ผ๋”” ๋ทฐ): ์ž…์ฒด ๋ชจ๋ธ

  • Module (๋ชจ๋“ˆ): ๊ธฐ๋Šฅ ๋ฉ”๋‰ด

▶ ํ•„์ˆ˜ ๋งˆ์šฐ์Šค ์กฐ์ž‘

  • ์ขŒํด๋ฆญ: ํšŒ์ „

  • ์šฐํด๋ฆญ: ํ™•๋Œ€/์ถ•์†Œ

  • ํœ : ์Šฌ๋ผ์ด์Šค ์ด๋™

[์‹ค์Šต ๋ฐ•์Šค – ํ™”๋ฉด ์กฐ์ž‘] 1. Layout → Four-up ์„ ํƒ 2. ์Šฌ๋ผ์ด์Šค ๋“œ๋ž˜๊ทธ 3. 3D ๋ทฐ ํšŒ์ „ 4. ๋งˆ์šฐ์Šค๋กœ ํ™•๋Œ€·์ถ•์†Œ

4️⃣ Day 3 – Segmentation ๊ธฐ์ดˆ (๋ถ„ํ• )

▶ Segmentation (์„ธ๊ทธ๋ฉ˜ํ…Œ์ด์…˜)

  • ์˜์ƒ์—์„œ ํŠน์ • ๊ตฌ์กฐ๋ฅผ ๋ถ„๋ฆฌํ•˜๋Š” ์ž‘์—…

  • ์žฅ๊ธฐ, ์ข…์–‘, ๋ผˆ ๋“ฑ ๋ถ„๋ฆฌ ๊ฐ€๋Šฅ


✔ ์‹ค์Šต: ๊ฐ„(Liver) ๋ถ„ํ• 

์ถ”์ฒœ ์œ ํŠœ๋ธŒ:

  • ๊ฒ€์ƒ‰์–ด:
    “3D Slicer Segmentation Tutorial Beginner”

์‹คํ–‰ ์ ˆ์ฐจ

[์‹ค์Šต ๋ฐ•์Šค – Segmentation ๊ธฐ๋ณธ] 1. Modules → Segment Editor 2. Add → Segment ์ƒ์„ฑ 3. Paint ๋„๊ตฌ ์„ ํƒ 4. ๊ฐ„ ์˜์—ญ ์ง์ ‘ ์น ํ•˜๊ธฐ 5. Threshold๋กœ ์ž๋™ ๋ณด์ • 6. Show 3D ํ™œ์„ฑํ™”

๐Ÿ“˜ ์šฉ์–ด ์„ค๋ช…

  • Threshold (์ž„๊ณ„๊ฐ’): ํ”ฝ์…€ ๋ฐ๊ธฐ ๊ธฐ์ค€ ์ž๋™ ์„ ํƒ

  • Segment (์„ธ๊ทธ๋จผํŠธ): ๋ถ„๋ฆฌ๋œ ํ•˜๋‚˜์˜ ๊ตฌ์กฐ


5️⃣ Day 4 – Segmentation ์‹ฌํ™” (์ข…์–‘·๋ณ‘๋ณ€)

▶ ๊ณ ๊ธ‰ ๋„๊ตฌ

  • Grow from Seeds

  • Scissors

  • Smoothing

[์‹ค์Šต ๋ฐ•์Šค – ๋ณ‘๋ณ€ ๋ถ„ํ• ] 1. ์ข…์–‘ ์˜์—ญ Rough Paint 2. Grow from Seeds ์‹คํ–‰ 3. Smoothing → Median 4. Slice ์ „๋ถ€ ํ™•์ธ

๐Ÿ“Œ ์‹ค๋ฌด ํŒ

“์™„๋ฒฝํ•œ ์ž๋™ ๋ถ„ํ• ์€ ์—†๋‹ค.
๋ฐ˜์ž๋™ + ์‚ฌ๋žŒ์˜ ํŒ๋‹จ์ด ๊ฐ€์žฅ ์ •ํ™•ํ•˜๋‹ค.”
— ์˜๋ฃŒ์˜์ƒ ๋ถ„์„์ž ์ธํ„ฐ๋ทฐ ์ธ์šฉ [์ฃผ์„ 1]


6️⃣ Day 5 – 3D ๋ชจ๋ธ๋ง & ์ถœ๋ ฅ

▶ ๋ชจ๋ธ ์ƒ์„ฑ

  • Segmentation → Export → Model

[์‹ค์Šต ๋ฐ•์Šค – 3D ๋ชจ๋ธ ์ƒ์„ฑ] 1. Segment Editor → Export 2. Export to Models ์ฒดํฌ 3. 3D ๋ทฐ ํ™•์ธ 4. STL ์ €์žฅ

ํ™œ์šฉ:

  • 3D ํ”„๋ฆฐํŒ…

  • ์ˆ˜์ˆ  ์‹œ๋ฎฌ๋ ˆ์ด์…˜

  • ์—ฐ๊ตฌ ๋ฐœํ‘œ ์ž๋ฃŒ


7️⃣ Day 6 – ์ •๋Ÿ‰ ๋ถ„์„ (Measurement)

▶ Quantification (์ •๋Ÿ‰ํ™”)

  • Volume (๋ถ€ํ”ผ)

  • Distance (๊ฑฐ๋ฆฌ)

  • Surface Area (ํ‘œ๋ฉด์ )

[์‹ค์Šต ๋ฐ•์Šค – ๋ถ€ํ”ผ ์ธก์ •] 1. Segment Statistics ์‹คํ–‰ 2. Calculate 3. Volume ๊ฐ’ ํ™•์ธ 4. CSV ์ €์žฅ

8️⃣ Day 7 – ์‹ค์ „ ๋ฏธ๋‹ˆ ํ”„๋กœ์ ํŠธ

✔ ํ”„๋กœ์ ํŠธ ์˜ˆ์ œ

  • CT ๊ธฐ๋ฐ˜ ํ ์ข…์–‘ ๋ถ„ํ• 

  • ๊ฒฐ๊ณผ๋ฌผ:

    • ์›๋ณธ ์˜์ƒ

    • Segmentation

    • 3D ๋ชจ๋ธ

    • ๋ถ€ํ”ผ ๋ถ„์„ํ‘œ

[์ตœ์ข… ๊ฒฐ๊ณผ๋ฌผ ์ฒดํฌ๋ฆฌ์ŠคํŠธ] □ DICOM ๋กœ๋”ฉ □ ์ •ํ™•ํ•œ ๋ถ„ํ•  □ 3D ๋ชจ๋ธ □ ์ˆ˜์น˜ ๋ถ„์„ □ ๋ณด๊ณ ์„œ ์ด๋ฏธ์ง€

๐Ÿ” ํ™•์žฅ ํ•™์Šต (์ถ”๊ฐ€ ์„ค๋ช… ๋ผ๋ฒจ)

[์ถ”๊ฐ€ ์„ค๋ช…]

  • Slicer Extensions (ํ™•์žฅ ๊ธฐ๋Šฅ)
    ์˜ˆ: Radiomics, SlicerRT
    → ๋ฉ”๋‰ด: Extension Manager


๐Ÿ“š ์ฐธ๊ณ  ์‚ฌ์ดํŠธ ๋ฐ ๋ฌธํ—Œ

[์ฃผ์„ 1]
์˜๋ฃŒ์˜์ƒ ๋ถ„์„ ์‹ค๋ฌด์ž ์ธํ„ฐ๋ทฐ, Slicer Community Forum ๋ฐœ์–ธ ์š”์•ฝ


๐Ÿง  ํ•ต์‹ฌ ์š”์•ฝ

  • 3D Slicer๋Š” ์˜๋ฃŒ์˜์ƒ ๋ถ„์„์˜ ํ‘œ์ค€ ๋„๊ตฌ

  • ์„ค์น˜ → ๋ถ„ํ•  → 3D → ๋ถ„์„๊นŒ์ง€ 7์ผ ์™„์ฃผ ๊ฐ€๋Šฅ

  • ์ž๋™๋ณด๋‹ค ๋ฐ˜์ž๋™ + ํŒ๋‹จ์ด ํ•ต์‹ฌ

  • ๋ธ”๋กœ๊ทธ → ๊ฐ•์˜ → ์—ฐ๊ตฌ๊นŒ์ง€ ํ™•์žฅ ๊ฐ€๋Šฅ


๐Ÿ”– ํƒœ๊ทธ ๊ฒ€์ƒ‰

#3DSlicer #์˜๋ฃŒ์˜์ƒ #MedicalImaging #Segmentation #DICOM
#CT #MRI #์˜์ƒ๋ถ„์„ #์˜คํ”ˆ์†Œ์Šค #์˜๋ฃŒAI #์—ฐ๊ตฌ๋„๊ตฌ

๋Œ“๊ธ€

์ด ๋ธ”๋กœ๊ทธ์˜ ์ธ๊ธฐ ๊ฒŒ์‹œ๋ฌผ

ํžˆ๋ธŒ๋ฆฌ์ธ, ์ด์Šค๋ผ์—˜์ธ, ์œ ๋Œ€์ธ ์„ฑ๊ฒฝ ์† ์ด๋ฆ„์— ์ˆจ๊ฒจ์ง„ ์†Œ๋ฆ„ ๋‹๋Š” ๋น„๋ฐ€

์ž‘์€ ํ‹ˆ์ด ๋ฌด๋„ˆ๋œจ๋ฆฐ๋‹ค ์™œ ์šฐ๋ฆฌ๋Š” ‘์‚ฌ์†Œํ•œ ๋ถ„์—ด’์„ ๊ทน๋„๋กœ ๊ฒฝ๊ณ„ํ•ด์•ผ ํ•˜๋Š”๊ฐ€

์ž‘์€ ํ‹ˆ์ด ๋ฌด๋„ˆ๋œจ๋ฆฐ๋‹ค ์™œ ์„ฑ๊ฒฝ์€ ‘๋ถ„์—ด์˜ ์‹œ์ž‘’์„ ๊ทธ๋ ‡๊ฒŒ ๊ฒฝ๊ณ ํ•˜๋Š”๊ฐ€