WebOct 7, 2024 · Nonetheless, it proves that local shapes lead to superior reconstruction quality and that implicit functions modeled by a deep neural network are capable of representing fine details. Qualitatively, DeepLS encodes and reconstructs much finer surface details as can be seen in Fig. 4. Efficiency Evaluation on Stanford Bunny . WebWe propose a differentiable sphere tracing algorithm to bridge the gap between inverse graphics methods and the recently proposed deep learning based implicit signed distance function. Due to the nature of the implicit function, the rendering process requires tremendous function queries, which is particularly problematic when the function is …
DIST: Rendering Deep Implicit Signed Distance Function With ...
WebAbstract Reconstructing 3D shapes from single-view images has been a long-standing research problem. In this paper, we present DISN, a Deep Implicit Surface Net- work … WebAug 13, 2024 · With the learned skeletal volumes, we propose two models, the Skeleton-Based GraphConvolutional Neural Network (SkeGCNN) and the Skeleton-Regularized Deep Implicit Surface Network (SkeDISN), which respectivelybuild upon and improve over the existing frameworks of explicit mesh deformation and implicit field learning for the … smithers landing
Abstract - graphics.stanford.edu
WebDec 3, 2024 · Our goal is to make implicit 3D representations more expressive. An overview of our model is provided in Fig. 2.We first encode the input \(\mathbf {x}\) (e.g., a point cloud) into a 2D or 3D feature grid (left). These features are processed using convolutional networks and decoded into occupancy probabilities via a fully-connected … WebDec 14, 2024 · We are the first to introduce two implicit surface saliency network, ISSN and the one with contrastive saliency learning ISSN-CSL, to learn category-level shape saliency via deep implicit surface networks. To compare the smoothness and symmetry of saliency maps of different methods quantitatively, we introduce two evaluation metrics, … WebJun 4, 2024 · DISN: Deep Implicit Surface Network for High-quality Single-view 3D Reconstruction Please report bugs here and we will publish the bug fix and the latest … smithers lake texas real estate