Learning Single-Image 3D Reconstruction by Generative Modelling of Shape, Pose and Shading
Sign Up to like & getrecommendations! Published in 2019 at "International Journal of Computer Vision"
DOI: 10.1007/s11263-019-01219-8
Abstract: We present a unified framework tackling two problems: class-specific 3D reconstruction from a single image, and generation of new 3D shape samples. These tasks have received considerable attention recently; however, most existing approaches rely on… read more here.
Keywords: reconstruction; shape; supervised methods; shape pose ... See more keywords
Category-Level Metric Scale Object Shape and Pose Estimation
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Robotics and Automation Letters"
DOI: 10.1109/lra.2021.3110538
Abstract: Advances in deep learning recognition have led to accurate object detection with 2D images. However, these 2D perception methods are insufficient for complete 3D world information. Concurrently, advanced 3D shape estimation approaches focus on the… read more here.
Keywords: scale object; shape; metric scale; shape pose ... See more keywords
Learning 3D Human Shape and Pose From Dense Body Parts
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Pattern Analysis and Machine Intelligence"
DOI: 10.1109/tpami.2020.3042341
Abstract: Reconstructing 3D human shape and pose from monocular images is challenging despite the promising results achieved by the most recent learning-based methods. The commonly occurred misalignment comes from the facts that the mapping from images… read more here.
Keywords: body; dense; shape pose; human shape ... See more keywords