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๐Ÿ› Research/Detection & Segmentation

[๋…ผ๋ฌธ ์†Œ๊ฐœ] TAM (Track Anything Model) | ์–ด๋–ค ๊ฒƒ์ด๋“  ์ถ”์ ํ•˜๋Š” Vision AI ๋ชจ๋ธ | Sagment Anything ๋น„๋””์˜ค ๋ฒ„์ „

by ๋ญ…์ฆค 2023. 4. 30.
๋ฐ˜์‘ํ˜•
Track Anything: Segment Anything Meets Videos

 

์„ธ์ƒ ์ฐธ ๋น ๋ฅด๋‹ค. Meta AI์˜ SAM (Segment Anything Model)์ด ๋‚˜์˜จ์ง€ ์–ผ๋งˆ๋‚˜ ๋๋‹ค๊ณ  SAM์„ ๋น„๋””์˜ค์— ์ ์šฉํ•ด tracking task๋ฅผ ์ˆ˜ํ–‰ํ•˜๋Š” TAM (Tracking Anything Model) ๋…ผ๋ฌธ์ด ๋‚˜์™”๋‹ค๊ณ  ํ•œ๋‹ค.

 

Track-Anything์€ ๋น„๋””์˜ค ๊ฐ์ฒด ์ถ”์  ๋ฐ ๋ถ„ํ• ์„ ์œ„ํ•œ ์œ ์—ฐํ•œ ๋Œ€ํ™”ํ˜• ๋„๊ตฌ๋กœ Segment Anything์—์„œ ๊ฐœ๋ฐœ๋˜์—ˆ์œผ๋ฉฐ ์‚ฌ์šฉ์ž ํด๋ฆญ์„ ํ†ตํ•ด์„œ๋งŒ ์ถ”์  ๋ฐ ์„ธ๊ทธ๋จผํŠธํ™”ํ•  ํ•ญ๋ชฉ์„ ์ง€์ •ํ•  ์ˆ˜ ์žˆ๋‹ค. ์ถ”์ ํ•˜๋Š” ๋™์•ˆ ์‚ฌ์šฉ์ž๋Š” ์ถ”์ ํ•˜๋ ค๋Š” ๊ฐœ์ฒด๋ฅผ ์œ ์—ฐํ•˜๊ฒŒ ๋ณ€๊ฒฝํ•˜๊ฑฐ๋‚˜ ๋ชจํ˜ธํ•œ ๋ถ€๋ถ„์ด ์žˆ๋Š” ๊ฒฝ์šฐ ๊ด€์‹ฌ ์˜์—ญ์„ ์ˆ˜์ •ํ•  ์ˆ˜๋„ ์žˆ๋‹ค. ์ด๋Ÿฌํ•œ ํŠน์„ฑ์„ ํ†ตํ•ด Track-Anything์€ ๋‹ค์Œ๊ณผ ๊ฐ™์€ ์ž‘์—…์— ์ ํ•ฉํ•˜๋‹ค๊ณ  ํ•œ๋‹ค.

 

  • shot ๋ณ€๊ฒฝ์œผ๋กœ ๋น„๋””์˜ค ๊ฐ์ฒด ์ถ”์  ๋ฐ ๋ถ„ํ• .
  • ๋น„๋””์˜ค ๊ฐ์ฒด ์ถ”์  ๋ฐ ์„ธ๋ถ„ํ™”๋ฅผ ์œ„ํ•œ ์‹œ๊ฐํ™”๋œ ๊ฐœ๋ฐœ ๋ฐ ๋ฐ์ดํ„ฐ ์–ด๋…ธํ…Œ์ด์…˜
  • ๋น„๋””์˜ค ์ธํŽ˜์ธํŒ… ๋ฐ ํŽธ์ง‘๊ณผ ๊ฐ™์€ ๊ฐ์ฒด ์ค‘์‹ฌ ๋‹ค์šด์ŠคํŠธ๋ฆผ ๋น„๋””์˜ค ์ž‘์—…

 

Multiple Object Tracking and Segmentation
  • ๋‹ค์ค‘ ๊ฐ์ฒด๋ฅผ ์ถ”์ 

 

Video Object Tracking and Segmentation with Shot Changes
  • ์žฅ๋ฉด ๋ณ€ํ™˜ ์‹œ์—๋„ ๊ฐ์ฒด๋ฅผ ๊ทธ๋Œ€๋กœ ์ถ”์ 

 

Video Inpainting 
  • ๋น„๋””์˜ค ์ธํŽ˜์ธํŒ…
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