https://arxiv.org/abs/2309.16058



Any-Modality Augmented Language Model (AnyMAL)์€ ๋‹ค์–‘ํ•œ ์ž…๋ ฅ ๋ชจ๋‹ฌ๋ฆฌํ‹ฐ ์‹ ํ˜ธ(ํ…์ŠคํŠธ, ์ด๋ฏธ์ง€, ๋น„๋””์˜ค, ์˜ค๋””์˜ค, IMU ๋ชจ์…˜ ์„ผ์„œ)๋ฅผ ์ดํ•ดํ•˜๊ณ  ํ…์ŠคํŠธ ์‘๋‹ต์„ ์ƒ์„ฑํ•˜๋Š” ํ†ตํ•ฉ ๋ชจ๋ธ์„ ์ œ์‹œํ•œ๋‹ค.


์ตœ๊ณ ์˜ ๋ชจ๋ธ์€ ๋‹ค์–‘ํ•œ ํ•ญ๋ชฉ์— ๋Œ€ํ•œ ์ž๋™ ๋ฐ ์ธ๊ฐ„ ํ‰๊ฐ€ ๋ชจ๋‘์—์„œ ๊ฐ•๋ ฅํ•œ ์ œ๋กœ์ƒท ์„ฑ๋Šฅ์„ ๋‹ฌ์„ฑํ•ฉ๋‹ˆ๋‹ค.ย 


๋ฌธํ—Œ์—์„œ ์‚ฌ์šฉ ๊ฐ€๋Šฅํ•œ ๋ชจ๋ธ๊ณผ ๋น„๊ตํ–ˆ์„ ๋•Œ VQAv2์—์„œ +7.0% ์ƒ๋Œ€ ์ •ํ™•๋„ ๊ฐœ์„ , ์ œ๋กœ์ƒท COCO ์ด๋ฏธ์ง€ ์บก์…˜์—์„œ +8.4% CIDEr, AudioCaps์—์„œ +14.5% CIDEr๋กœ ์ƒˆ๋กœ์šด SOTA๋ฅผ ์„ค์ •ํ–ˆ์Šต๋‹ˆ๋‹ค.