This provides context to an fine level which estimates highly detailed geometry by observing higher-resolution images. A coarse level observes the whole image at lower resolution and focuses on holistic reasoning. We address this limitation by formulating a multi-level architecture that is end-to-end trainable. Due to memory limitations in current hardware, previous approaches tend to take low resolution images as input to cover large spatial context, and produce less precise (or low resolution) 3D estimates as a result. We argue that this limitation stems primarily form two conflicting requirements accurate predictions require large context, but precise predictions require high resolution.
Although current approaches have demonstrated the potential in real world settings, they still fail to produce reconstructions with the level of detail often present in the input images. We appreciate everyone's patience, and we especially appreciate those who have been doing everything they can to help the submission process go smoothly, such as providing good icon renders and using the Model Checker Tool to catch issues early.Recent advances in image-based 3D human shape estimation have been driven by the significant improvement in representation power afforded by deep neural networks. There are well over 3000 pending submissions left to go through, and our team has been doing what we can while also dealing with jobs and other real life stuff. This is the smallest update we've had in a while, but not due to a lack of submissions. There's plenty of cuteness in there to help cheer you up! On a lighter note, be sure to check out the new custom models.
It's a good thing Aquatically404 has given us a nice big batch of Skylanders to help fight off the forces of evil. Don't expect anything pleasant behind the warning tags. Welcome to what may be the darkest update of the year! Here you'll find lots of gruesome murder victims from the world of AI: The Somnium Files, terrifying demons from Diablo III and Spawn, reality-bending nightmares from Alice: Madness Returns, predatorial aliens, and more.
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