--- 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