A list of recent papers, libraries and datasets about 3D shape/scene analysis (by topics, updating).
[ICIMCS'2017] Official Code for 3D Human Body Reshaping with Anthropometric Modeling
3D Human Shape Models
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision
O-CNN: Octree-based Convolutional Neural Networks for 3D Shape Analysis
This repository contains the 3D shapes dataset, used in Kim, Hyunjik and Mnih, Andriy. "Disentangling by Factorising." In Proceedings of the 35th International Conference on Machine Learning (ICML). 2...
3D Hand Shape and Pose Estimation from a Single RGB Image
Official Implementation for "Latent-NeRF for Shape-Guided Generation of 3D Shapes and Textures"
Generative Adversarial Networks and Autoencoders for 3D Shapes
[CVPR'17] Shape Completion using 3D-Encoder-Predictor CNNs and Shape Synthesis
3D Shape Representation with Local Deep Implicit Functions.
StructureNet: Hierarchical Graph Networks for 3D Shape Generation
Pix3D: Dataset and Methods for Single-Image 3D Shape Modeling
[CVPR 2021] Unsupervised 3D Shape Completion through GAN Inversion
Towards-Implicit-Text-Guided-3D-Shape-Generation. CVPR 2022
FeaStNet: Feature-Steered Graph Convolutions for 3D Shape Analysis
SDFDiff: Differentiable Rendering of Signed Distance Fields for 3D Shape Optimization
3D Hand Shape and Pose Estimation from a Single RGB Image
A list of resources about deep learning solutions on 3D shape processing
针对三维模型检索,并采用卷积神经网络,提出两个算法:1.采用体素化深层特征进行训练。2. 采用虚拟摄像机抓取多角度视图特征进行训练。
SEG-MAT: 3D Shape Segmentation Using Medial Axis Transform (TVCG2020)