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3D reconstruction14

[Paper Review] Pixel2Mesh: Generating 3D Mesh Models from Single RGB Images Pixel2Mesh: Generating 3D Mesh Models from Single RGB ImagesNanyang Wang1 โ‹†, Yinda Zhang2 โ‹†, Zhuwen Li3 โ‹†, Yanwei Fu4, Wei Liu5, Yu-Gang Jiang1 †1 Shanghai Key Lab of Intelligent Information Processing, School of Computer Science, Fudan University2 Princeton University 3 Intel Labs 4 School of Data Science, Fudan University 5 Tencent AI Lab Abstract.์ด ๋…ผ๋ฌธ์€ ๋‹จ์ผ ์ปฌ๋Ÿฌ ์ด๋ฏธ์ง€๋กœ๋ถ€ํ„ฐ 3D ํ˜•์ƒ์„ ์‚ผ๊ฐํ˜• ๋ฉ”์‰ฌ(triangular me.. 2024. 11. 6.
[Paper Review] PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation PointNet: Deep Learning on Point Sets for 3D Classification and SegmentationCharles R. Qi* Hao Su* Kaichun Mo Leonidas J. Guibas Stanford University   AbstractPoint cloud ๋Š” ๊ธฐํ•˜ํ•™ ๋ฐ์ดํ„ฐ ๊ตฌ์กฐ์—์„œ ์ค‘์š”ํ•œ ์š”์†Œ์ด๋‹ค.๊ธฐ์กด ์—ฐ๊ตฌ์ž๋“ค์€ Point cloud ์˜ ๋น„๊ทœ์น™์ ์ธ ๊ตฌ์„ฑ ๋•Œ๋ฌธ์— ์ด๋Ÿฌํ•œ ๋ฐ์ดํ„ฐ๋ฅผ 3D voxel girds๋‚˜ Image collections๋กœ ๋ณ€ํ™˜ํ–ˆ๋‹ค.=> ์ด์™€ ๊ฐ™์€ ๊ฒฝ์šฐ ๋ฐ์ดํ„ฐ๋ฅผ ๊ณผ๋„ํ•˜๊ฒŒ ์ƒ์„ธํ•˜๊ฒŒ ์ €์žฅํ•˜๊ฑฐ๋‚˜ ์ฒ˜๋ฆฌํ•˜๋Š” ๋ฐฉ์‹์ด ๋ถˆํ•„์š”ํ•˜๊ฒŒ ๋งŽ์•„์ ธ์„œ ์„ฑ๋Šฅ์ €ํ•˜๋‚˜ ์‹œ์Šคํ…œ ๋ฌธ์ œ๊ฐ€ ๋ฐœ์ƒํ•  ์ˆ˜๋„ ์žˆ๋‹ค.๊ทธ๋ฆฌํ•˜์—ฌ, ์ด ๋…ผ๋ฌธ์—์„œ๋Š” input์œผ๋กœ ๋“ค์–ด์˜ค๋Š” points๋“ค์˜ ์ˆœ์—ด ๋ถˆ๋ณ€.. 2024. 10. 18.

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