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metadata
title: SAM3 Layer Segmentation Tool
emoji: ๐ŸŽจ
colorFrom: blue
colorTo: indigo
sdk: gradio
sdk_version: 5.9.1
app_file: app.py
pinned: false
license: apache-2.0
short_description: Layer-based object segmentation and area analysis with SAM3

SAM3 Layer Segmentation Tool ๐ŸŽจ

๋ ˆ์ด์–ด ๊ธฐ๋ฐ˜ ๊ฐ์ฒด ๋ถ„๋ฆฌ ๋ฐ ๋ฉด์  ๋ถ„์„ ๋„๊ตฌ

SAM3 (Segment Anything Model 3)๋ฅผ ํ™œ์šฉํ•œ ์ง๊ด€์ ์ธ ์ด๋ฏธ์ง€ ์„ธ๊ทธ๋ฉ˜ํ…Œ์ด์…˜ ๋„๊ตฌ์ž…๋‹ˆ๋‹ค.

โœจ ์ฃผ์š” ๊ธฐ๋Šฅ

  • ๐ŸŽฏ ๋ ˆ์ด์–ด ๊ธฐ๋ฐ˜ ์„ธ๊ทธ๋ฉ˜ํ…Œ์ด์…˜: ์—ฌ๋Ÿฌ ๊ฐ์ฒด๋ฅผ ๋ ˆ์ด์–ด๋ณ„๋กœ ๋ถ„๋ฆฌํ•˜์—ฌ ๊ด€๋ฆฌ
  • ๐Ÿ–ฑ๏ธ Include/Exclude ํฌ์ธํŠธ: ๋นจ๊ฐ„์ƒ‰ ์ (ํฌํ•จ) ๋ฐ ํŒŒ๋ž€์ƒ‰ ์ (์ œ์™ธ)์œผ๋กœ ์ •๋ฐ€ํ•œ ์˜์—ญ ์„ ํƒ
  • ๐Ÿ“Š ๋ฉด์  ๋ถ„์„: ๊ฐ ๋ ˆ์ด์–ด์˜ ํ”ฝ์…€ ์ˆ˜ ๋ฐ ๋น„์œจ ์ž๋™ ๊ณ„์‚ฐ
  • ๐ŸŽจ ์‹œ๊ฐํ™” ์„ค์ •: ํˆฌ๋ช…๋„, ํ…Œ๋‘๋ฆฌ ๋‘๊ป˜ ์กฐ์ • ๊ฐ€๋Šฅ
  • ๐Ÿ’พ ๋‹ค์ค‘ ๋ ˆ์ด์–ด ๊ด€๋ฆฌ: ์—ฌ๋Ÿฌ ๊ฐ์ฒด๋ฅผ ๋™์‹œ์— ์„ธ๊ทธ๋ฉ˜ํ…Œ์ด์…˜

๐Ÿš€ ์‚ฌ์šฉ ๋ฐฉ๋ฒ•

  1. ์ด๋ฏธ์ง€ ์—…๋กœ๋“œ: ์ขŒ์ธก์— ์ด๋ฏธ์ง€๋ฅผ ์—…๋กœ๋“œํ•ฉ๋‹ˆ๋‹ค
  2. ๋ ˆ์ด์–ด ์ƒ์„ฑ: ๋ถ„๋ฆฌํ•˜๊ณ  ์‹ถ์€ ๊ฐ์ฒด๋งˆ๋‹ค ๋ ˆ์ด์–ด๋ฅผ ์ƒ์„ฑํ•ฉ๋‹ˆ๋‹ค (์˜ˆ: ๋ฒค์น˜, ๋‚˜๋ฌด, ์‚ฌ๋žŒ)
  3. ํฌ์ธํŠธ ๋ชจ๋“œ ์„ ํƒ: Include Point (๋นจ๊ฐ•) ๋˜๋Š” Exclude Point (ํŒŒ๋ž‘) ์„ ํƒ
  4. ํฌ์ธํŠธ ์ถ”๊ฐ€: ์ด๋ฏธ์ง€๋ฅผ ํด๋ฆญํ•˜์—ฌ ํฌ์ธํŠธ๋ฅผ ์ถ”๊ฐ€ํ•ฉ๋‹ˆ๋‹ค
  5. ์„ธ๊ทธ๋ฉ˜ํ…Œ์ด์…˜ ์‹คํ–‰: "Run All Segmentation" ๋ฒ„ํŠผ์„ ํด๋ฆญํ•ฉ๋‹ˆ๋‹ค
  6. ๊ฒฐ๊ณผ ํ™•์ธ: ์šฐ์ธก์—์„œ ๊ฒฐ๊ณผ ์ด๋ฏธ์ง€์™€ ๋ฉด์  ๋ถ„์„ ํ…Œ์ด๋ธ”์„ ํ™•์ธํ•ฉ๋‹ˆ๋‹ค

๐ŸŽฏ ํฌ์ธํŠธ ๋ชจ๋“œ

  • Include Point (๋นจ๊ฐ„ ์› โ—): ์ด ์˜์—ญ์„ ํฌํ•จ์‹œํ‚ต๋‹ˆ๋‹ค
  • Exclude Point (ํŒŒ๋ž€ X): ์ด ์˜์—ญ์„ ์ œ์™ธํ•ฉ๋‹ˆ๋‹ค

๐Ÿ“Š ๊ธฐ์ˆ  ์Šคํƒ

  • SAM3: Meta์˜ ์ตœ์‹  ์„ธ๊ทธ๋ฉ˜ํ…Œ์ด์…˜ ๋ชจ๋ธ
  • Gradio: ์›น ์ธํ„ฐํŽ˜์ด์Šค
  • PyTorch: ๋”ฅ๋Ÿฌ๋‹ ํ”„๋ ˆ์ž„์›Œํฌ

โšก ์„ฑ๋Šฅ

  • CPU ๋ชจ๋“œ ์ง€์› (GPU ๊ถŒ์žฅ)
  • ์ฒซ ์‹คํ–‰ ์‹œ ๋ชจ๋ธ ๋‹ค์šด๋กœ๋“œ๋กœ ์‹œ๊ฐ„ ์†Œ์š”

๐Ÿ“ License

Apache 2.0

tmd9564@gmail.com