๐Ÿ“‘ Paper/๐Ÿ’Œ Prompt Engineering 2

A Taxonomy of Prompt Modifiers for Text-To-Image Generation

๋…ผ๋ฌธ์„ ์ฝ๊ธฐ ์ „์— ํ”„๋กฌํ”„ํŠธ ์—”์ง€๋‹ˆ์–ด๋ง (Prompt Engineering)์ด๋ž€? ์ƒ์„ฑํ˜• ์ธ๊ณต ์ง€๋Šฅ(์ƒ์„ฑํ˜• AI) ์†”๋ฃจ์…˜์„ ์•ˆ๋‚ดํ•˜์—ฌ ์›ํ•˜๋Š” ๊ฒฐ๊ณผ๋ฅผ ์ƒ์„ฑํ•˜๋Š” ํ”„๋กœ์„ธ์Šค ์›ํ•˜๋Š” ๊ฒฐ๊ด๊ฐ’์— ์ตœ๋Œ€ํ•œ ๊ฐ€๊นŒ์›Œ์ง€๋„๋ก ์ž…๋ ฅ์„ ๊ณ„์†ํ•ด์„œ ๋‹ค๋“ฌ๋Š” ๊ณผ์ • ‘์›ํ•˜๋Š”’ ์ž‘์—…์„ ์ˆ˜ํ–‰ํ•˜๋„๋ก ์ง€์‹œํ•˜๋Š” ์ตœ์ ์˜ ํ”„๋กฌํ”„ํŠธ๋ฅผ ์„ค๊ณ„ AI๊ฐ€ ์‚ฌ์šฉ์ž์™€ ๋” ์˜๋ฏธ ์žˆ๊ฒŒ ์ƒํ˜ธ ์ž‘์šฉํ•˜๋„๋ก ์•ˆ๋‚ดํ•˜๋Š” ๊ฐ€์žฅ ์ ์ ˆํ•œ ํ˜•์‹, ๊ตฌ๋ฌธ, ๋‹จ์–ด ๋ฐ ๊ธฐํ˜ธ๋ฅผ ์„ ํƒ → ์˜ˆ์ƒ๋Œ€๋กœ ์ž‘๋™ํ•˜๋„๋ก ํ•จ ์ƒ์„ฑํ˜• AI: ์Šคํ† ๋ฆฌ, ๋Œ€ํ™”, ๋™์˜์ƒ, ์ด๋ฏธ์ง€, ์Œ์•…๊ณผ ๊ฐ™์€ ์ƒˆ๋กœ์šด ์ฝ˜ํ…์ธ ๋ฅผ ๋งŒ๋“ค์–ด๋‚ด๋Š” ์ธ๊ณต ์ง€๋Šฅ ์†”๋ฃจ์…˜ ๋ฐฉ๋Œ€ํ•œ ์–‘์˜ ๋ฐ์ดํ„ฐ๋กœ ์‚ฌ์ „ ํ›ˆ๋ จ๋œ ์‹ฌ์ธต ์‹ ๊ฒฝ๋ง์„ ์‚ฌ์šฉํ•˜๋Š” ๊ทœ๋ชจ๊ฐ€ ์•„์ฃผ ํฐ ๊ธฐ๊ณ„ ํ•™์Šต(ML) ๋ชจ๋ธ์„ ๊ธฐ๋ฐ˜์œผ๋กœ ํ•จ ๋Œ€๊ทœ๋ชจ ์–ธ์–ด ๋ชจ๋ธ(LLM)์€ ๋งค์šฐ ์œ ์—ฐํ•˜๋ฉฐ ๋‹ค์–‘ํ•œ ์ž‘์—…์„ ์ˆ˜ํ–‰ํ•  ์ˆ˜ ์žˆ์Œ BU..

RePrompt: Automatic Prompt Editing to Refine AI-Generative Art Towards Precise Expressions

RePrompt: Automatic Prompt Editing to Refine AI-Generative Art Towards Precise Expressions (2023) ABSTRACT AI generated images๊ฐ€ ์–ผ๋งˆ๋‚˜ context์™€ emotion์„ ์ •ํ™•ํžˆ ๋ฐ˜์˜ํ•˜๋Š”์ง€ ๋ถˆ๋ถ„๋ช…ํ•จ → ์ด์— AI generated images์˜ emotional expressiveness๋ฅผ ์—ฐ๊ตฌํ•˜๊ณ , RePrompt๋ฅผ ๊ฐœ๋ฐœํ•จ RePrompt: AI generated images์˜ ๋ณด๋‹ค ์ •๊ตํ•œ expression์„ ์œ„ํ•œ automatic text refine method text feature๋“ค์„ ์„ ์ • → proxy model์„ ํ›ˆ๋ จ์‹œ์ผœ ๊ฐ feature๋“ค์ด AI generated images์— ๋ฏธ์น˜๋Š” ์˜ํ–ฅ์„ ..