https://xichenpan.com/kosmosg/

Kosmos-G: Generating Images in Context with Multimodal Large Language ModelsKosmos-G: Generating Images in Context with Multimodal Large Language Modelsxichenpan.com

1. ํ…์ŠคํŠธ-์ด๋ฏธ์ง€(T2I) ๋ฐ ๋น„์ „-์–ธ์–ด-์ด๋ฏธ์ง€(VL2I) ์ƒ์„ฑ ๋ถ„์•ผ์˜ ์ตœ๊ทผ ์ง„๋ณด์—๋„ ๋ถˆ๊ตฌํ•˜๊ณ , ์—ฌ๋Ÿฌ ์ด๋ฏธ์ง€๋ฅผ ํฌํ•จํ•œ ์ผ๋ฐ˜ํ™”๋œ ๋น„์ „-์–ธ์–ด ์ž…๋ ฅ์—์„œ์˜ ์ƒ์„ฑ์€ ์•„์ง ํƒ๊ตฌ๋˜์ง€ ์•Š์•˜๋‹ค.
2. ์ด ๋…ผ๋ฌธ์€ ๋‹ค์–‘ํ•œ ๋ชจ๋‹ฌ์„ ๊ฒฐํ•ฉํ•œ ๋Œ€ํ˜• ์–ธ์–ด ๋ชจ๋ธ์ธ Multimodal Large Language Models (MLLM)์˜ ์„ ์ง„์ ์ธ ์ธ์‹ ๋Šฅ๋ ฅ์„ ํ™œ์šฉํ•œ Kosmos-G ๋ชจ๋ธ์„ ์ œ์‹œํ•œ๋‹ค.
3. Kosmos-G๋Š” ์ œ๋กœ์ƒท ๋‹ค์ค‘ ์—”ํ„ฐํ‹ฐ ์ฃผ์ œ ์ค‘์‹ฌ์˜ ์ƒ์„ฑ ๋Šฅ๋ ฅ์„ ๋ณด์—ฌ์ฃผ๋ฉฐ, ๋‹ค์–‘ํ•œ U-Net ๊ธฐ์ˆ ๊ณผ์˜ ์›ํ™œํ•œ ํ†ตํ•ฉ์„ ๊ฐ€๋Šฅํ•˜๊ฒŒ ํ•˜์—ฌ "์ด๋ฏธ์ง€๋ฅผ ์ด๋ฏธ์ง€ ์ƒ์„ฑ์—์„œ์˜ ์™ธ๊ตญ์–ด๋กœ" ์ฒ˜๋ฆฌํ•˜๋Š” ๋ฐฉํ–ฅ์œผ๋กœ์˜ ์ฒซ ์‹œ๋„๋กœ ์ œ์‹œ๋œ๋‹ค.