?url_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.title=HoloPose%3A+Holistic+3D+Human+Reconstruction+In-The-Wild.&rft.creator=G%C3%BCler%2C+RA&rft.creator=Kokkinos%2C+I&rft.description=We+introduce+HoloPose%2C+a+method+for+holistic+monocular+3D+human+body+reconstruction.+We+first+introduce+a%0D%0Apart-based+model+for+3D+model+parameter+regression+that%0D%0Aallows+our+method+to+operate+in-the-wild%2C+gracefully+handling+severe+occlusions+and+large+pose+variation.+We+further%0D%0Atrain+a+multi-task+network+comprising+2D%2C+3D+and+Dense%0D%0APose+estimation+to+drive+the+3D+reconstruction+task.+For%0D%0Athis+we+introduce+an+iterative+refinement+method+that+aligns%0D%0Athe+model-based+3D+estimates+of+2D%2F3D+joint+positions+and%0D%0ADensePose+with+their+image-based+counterparts+delivered%0D%0Aby+CNNs%2C+achieving+both+model-based%2C+global+consistency%0D%0Aand+high+spatial+accuracy+thanks+to+the+bottom-up+CNN%0D%0Aprocessing.+We+validate+our+contributions+on+challenging%0D%0Abenchmarks%2C+showing+that+our+method+allows+us+to+get+both%0D%0Aaccurate+joint+and+3D+surface+estimates%2C+while+operating%0D%0Aat+more+than+10fps+in-the-wild.+More+information+about%0D%0Aour+approach%2C+including+videos+and+demos+is+available+at%0D%0Ahttp%3A%2F%2Farielai.com%2Fholopose.&rft.publisher=Computer+Vision+Foundation+%2F+IEEE&rft.date=2019-06-20&rft.type=Proceedings+paper&rft.language=eng&rft.source=+++++In%3A+++(Proceedings)+CVPR+2019+-+IEEE+Conference+on+Computer+Vision+and+Pattern+Recognition.+(pp.+pp.+10884-10894).++Computer+Vision+Foundation+%2F+IEEE%3A+Long+Beach%2C+CA%2C+USA.+(2019)++++(In+press).++&rft.format=text&rft.identifier=https%3A%2F%2Fdiscovery.ucl.ac.uk%2Fid%2Feprint%2F10088677%2F1%2FGuler_HoloPose_Holistic_3D_Human_Reconstruction_In-The-Wild_CVPR_2019_paper.pdf&rft.identifier=https%3A%2F%2Fdiscovery.ucl.ac.uk%2Fid%2Feprint%2F10088677%2F&rft.rights=open