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相关论文: Unified Primitive Proxies for Structured Shape Com…

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In this paper, we aim to recover the 3D human pose from 2D body joints of a single image. The major challenge in this task is the depth ambiguity since different 3D poses may produce similar 2D poses. Although many recent advances in this…

计算机视觉与模式识别 · 计算机科学 2019-06-03 Mengxi Jiang , Zhuliang Yu , Cuihua Li , Yunqi Lei

In this paper, we propose a framework to reconstruct 3D models from raw scanned points by learning the prior knowledge of a specific class of objects. Unlike previous work that heuristically specifies particular regularities and defines…

计算几何 · 计算机科学 2017-01-13 Oussama Remil , Qian Xie , Xingyu Xie , Kai Xu , Jun Wang

Pre-trained point cloud analysis models have shown promising advancements in various downstream tasks, yet their effectiveness is typically suffering from low-quality point cloud (i.e., noise and incompleteness), which is a common issue in…

计算机视觉与模式识别 · 计算机科学 2025-07-28 Zixiang Ai , Zhenyu Cui , Yuxin Peng , Jiahuan Zhou

We introduce UniCon3R, a unified feed-forward framework for online human-scene 4D reconstruction from monocular video. Current feed-forward human-scene reconstruction methods suffer from artifacts, where bodies float above the ground or…

计算机视觉与模式识别 · 计算机科学 2026-05-12 Tanuj Sur , Shashank Tripathi , Nikos Athanasiou , Ha Linh Nguyen , Kai Xu , Michael J. Black , Angela Yao

Reconstructing 3D object from a single image (RGB or depth) is a fundamental problem in visual scene understanding and yet remains challenging due to its ill-posed nature and complexity in real-world scenes. To address those challenges, we…

计算机视觉与模式识别 · 计算机科学 2021-09-10 Qian He , Desen Zhou , Bo Wan , Xuming He

Revealing the functional sites of biological sequences, such as evolutionary conserved, structurally interacting or co-evolving protein sites, is a fundamental, and yet challenging task. Different frameworks and models were developed to…

定量方法 · 定量生物学 2019-06-07 Justas Dauparas , Haobo Wang , Avi Swartz , Peter Koo , Mor Nitzan , Sergey Ovchinnikov

Zero-shot depth estimation (DE) models exhibit strong generalization performance as they are trained on large-scale datasets. However, existing models struggle with high-resolution images due to the discrepancy in image resolutions of…

计算机视觉与模式识别 · 计算机科学 2025-08-01 Byeongjun Kwon , Munchurl Kim

Foundation features from self-supervised vision models and text-to-image diffusion models have proven effective for semantic correspondence estimation. However, because these features are learned primarily from 2D image objectives, they…

计算机视觉与模式识别 · 计算机科学 2026-05-29 Artur Jesslen , Olaf Dünkel , Adam Kortylewski

Large language and vision models have been leading a revolution in visual computing. By greatly scaling up sizes of data and model parameters, the large models learn deep priors which lead to remarkable performance in various tasks. In this…

计算机视觉与模式识别 · 计算机科学 2024-10-22 Junsheng Zhou , Yu-Shen Liu , Zhizhong Han

We propose Geo-PIFu, a method to recover a 3D mesh from a monocular color image of a clothed person. Our method is based on a deep implicit function-based representation to learn latent voxel features using a structure-aware 3D U-Net, to…

计算机视觉与模式识别 · 计算机科学 2020-12-08 Tong He , John Collomosse , Hailin Jin , Stefano Soatto

Airborne LiDAR (Light Detection and Ranging) data is widely applied in building reconstruction, with studies reporting success in typical buildings. However, the reconstruction of curved buildings remains an open research problem. To this…

计算机视觉与模式识别 · 计算机科学 2021-02-24 Jingwei Song , Shaobo Xia , Jun Wang , Dong Chen

3D textured shape recovery from partial scans is crucial for many real-world applications. Existing approaches have demonstrated the efficacy of implicit function representation, but they suffer from partial inputs with severe occlusions…

计算机视觉与模式识别 · 计算机科学 2022-09-08 Lei Li , Zhizheng Liu , Weining Ren , Liudi Yang , Fangjinhua Wang , Marc Pollefeys , Songyou Peng

This paper presents a novel framework to learn a concise geometric primitive representation for 3D point clouds. Different from representing each type of primitive individually, we focus on the challenging problem of how to achieve a…

机器人学 · 计算机科学 2023-09-26 Ji Wu , Huai Yu , Wen Yang , Gui-Song Xia

Recent techniques on implicit geometry representation learning and neural rendering have shown promising results for 3D clothed human reconstruction from sparse video inputs. However, it is still challenging to reconstruct detailed surface…

计算机视觉与模式识别 · 计算机科学 2024-04-23 Hao Wang , Qingshan Xu , Hongyuan Chen , Rui Ma

Image-to-3D models increasingly rely on hierarchical generation to disentangle geometry and texture. However, the design choices underlying these two-stage models--particularly the optimal choice of intermediate geometric…

计算机视觉与模式识别 · 计算机科学 2026-04-14 Rishabh Kabra , Drew A. Hudson , Sjoerd van Steenkiste , Joao Carreira , Niloy J. Mitra

Accurate 3D shape representation is essential in engineering applications such as design, optimization, and simulation. In practice, engineering workflows require structured, part-based representations, as objects are inherently designed as…

计算机视觉与模式识别 · 计算机科学 2025-10-21 Nicolas Talabot , Olivier Clerc , Arda Cinar Demirtas , Alexis Goujon , Hieu Le , Doruk Oner , Pascal Fua

Accurate modeling of 3D objects exhibiting transparency, reflections and thin structures is an extremely challenging problem. Inspired by billboards and geometric proxies used in computer graphics, this paper proposes Generative Latent…

计算机视觉与模式识别 · 计算机科学 2020-08-12 Ricardo Martin-Brualla , Rohit Pandey , Sofien Bouaziz , Matthew Brown , Dan B Goldman

Safety constitutes a foundational imperative for autonomous driving systems, necessitating maximal incorporation of accessible prior information. This study establishes that temporal perception buffers and cost-efficient high-definition…

计算机视觉与模式识别 · 计算机科学 2026-01-28 Nan Peng , Xun Zhou , Mingming Wang , Guisong Chen , Wenqi Xu

We propose a method to recover the structure of a compound object from multiple silhouettes. Structure is expressed as a collection of 3D primitives chosen from a pre-defined library, each with an associated pose. This has several…

计算机视觉与模式识别 · 计算机科学 2014-02-27 Anton van den Hengel , John Bastian , Anthony Dick , Lachlan Fleming

We present a novel unified analysis for a broad class of adaptive optimization algorithms with structured (e.g., layerwise, diagonal, and kronecker-factored) preconditioners for both online regret minimization and offline convex…

机器学习 · 计算机科学 2025-07-16 Shuo Xie , Tianhao Wang , Sashank Reddi , Sanjiv Kumar , Zhiyuan Li