๋ณธ๋ฌธ ๋ฐ”๋กœ๊ฐ€๊ธฐ

voxel1

[Paper Review] DeepVoxels: Learning Persistent 3D Feature Embeddings Abstract์ด ๋…ผ๋ฌธ์€ 3D ์ดํ•ด๊ฐ€ ๋ถ€์กฑํ•œ ์ƒ์„ฑ ์‹ ๊ฒฝ๋ง์˜ ๋ฌธ์ œ๋ฅผ ํ•ด๊ฒฐํ•˜๊ธฐ ์œ„ํ•œ ์ƒˆ๋กœ์šด ์ ‘๊ทผ๋ฒ•์„ ์ œ์‹œํ•œ๋‹ค.๊ตฌ์ฒด์ ์œผ๋กœ DeepVoxels ๋Š” 3D ์žฅ๋ฉด์˜ ๋ณต์žกํ•œ ๊ธฐํ•˜ํ•™์„ ๋ชจ๋ธ๋งํ•˜์ง€ ์•Š์œผ๋ฉด์„œ๋„, ์‹œ์ ์— ๋”ฐ๋ผ ๋‹ฌ๋ผ์ง€๋Š” ์™ธํ˜•์„ ์ •ํ™•ํžˆ ์บก์ฒ˜ํ•  ์ˆ˜ ์žˆ๋Š” ํšจ์œจ์ ์ธ 3D ํŠน์ง• ์ž„๋ฒ ๋”ฉ์„ ์ œ์•ˆํ•œ๋‹ค. ์ด๋ฅผ ํ†ตํ•ด ์ƒˆ๋กœ์šด ์‹œ์ ์—์„œ ์žฅ๋ฉด์„ ์žฌ๊ตฌ์„ฑํ•˜๋Š” ๋ฌธ์ œ๋ฅผ ํ•ด๊ฒฐํ•˜๊ณ , ๊ธฐ์กด ๋ฐฉ๋ฒ•๋“ค๋ณด๋‹ค ๋” ๋†’์€ ํ’ˆ์งˆ์˜ Synthesis ๊ฒฐ๊ณผ๋ฅผ ์–ป์„ ์ˆ˜ ์žˆ๋‹ค. Introduction Generative Machine Learning:- ์ตœ๊ทผ ๋ช‡ ๋…„ ๋™์•ˆ Generative Machine Learning ๊ธฐ์ˆ ์ด ํฌ๊ฒŒ ๋ฐœ์ „ํ•˜์—ฌ, ์ด๋ฏธ์ง€ ์ƒ์„ฑ๊ณผ ๊ฐ™์€ ์ž‘์—…์—์„œ ๋›ฐ์–ด๋‚œ ์„ฑ๊ณผ๋ฅผ ๋ณด์—ฌ์ฃผ๊ณ  ์žˆ๋‹ค.- ๋ณ€๋ถ„ ์˜คํ† ์ธ์ฝ”๋”(Aariational Autoencoders) ๋‚˜.. 2024. 12. 4.