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DTSTAMP:20260114T163633Z
LOCATION:Darling Harbour Theatre\, Level 2 (Convention Centre)
DTSTART;TZID=Australia/Melbourne:20231212T093000
DTEND;TZID=Australia/Melbourne:20231212T124500
UID:siggraphasia_SIGGRAPH Asia 2023_sess209_papers_850@linklings.com
SUMMARY:360° Reconstruction From a Single Image Using Space Carved Outpain
 ting
DESCRIPTION:Nuri Ryu, Minsu Gong, and Geonung Kim (POSTECH); Joo-Haeng Lee
  (Pebblous Inc.); and Sunghyun Cho (POSTECH, Pebblous Inc.)\n\nWe introduc
 e POP3D, a novel framework that creates a full $360^\circ$-view 3D model f
 rom a single image. POP3D resolves two prominent issues that limit the sin
 gle-view reconstruction. Firstly, POP3D offers substantial generalizabilit
 y to arbitrary categories, a trait that previous methods struggle to achie
 ve. Secondly, POP3D further improves reconstruction fidelity and naturalne
 ss, a crucial aspect that concurrent works fall short of. POP3D marries th
 e strengths of four primary components: (1) a monocular depth and normal p
 redictor that serves to predict crucial geometric cues, (2) a space carvin
 g method capable of demarcating the potentially unseen portions of the tar
 get object, (3) a generative model pre-trained on a large-scale image data
 set that can complete unseen regions of the target, and (4) a neural impli
 cit surface reconstruction method tailored in reconstructing objects using
  RGB images along with monocular geometric cues. The combination of these 
 components enables POP3D to readily generalize across various in-the-wild 
 images and generate state-of-the-art reconstructions, outperforming simila
 r works by a significant margin.\n\nRegistration Category: Full Access, En
 hanced Access, Trade Exhibitor, Experience Hall Exhibitor\n\n
URL:https://asia.siggraph.org/2023/full-program?id=papers_850&sess=sess209
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