SkinningNet: Two-Stream Graph Convolutional Neural Network for Skinning Prediction of Synthetic Characters

no code implementations • CVPR 2022 • Albert Mosella-Montoro, Javier Ruiz-Hidalgo

Whereas previous methods pre-compute handcrafted features that relate the mesh and the skeleton or assume a fixed topology of the skeleton, the proposed method extracts this information in an end-to-end learnable fashion by jointly learning the best relationship between mesh vertices and skeleton joints.

Graph Neural Network

2D-3D Geometric Fusion Network using Multi-Neighbourhood Graph Convolution for RGB-D Indoor Scene Classification

no code implementations • 23 Sep 2020 • Albert Mosella-Montoro, Javier Ruiz-Hidalgo

Multi-modal fusion has been proved to help enhance the performance of scene classification tasks.

General Classification Scene Classification

Residual Attention Graph Convolutional Network for Geometric 3D Scene Classification

no code implementations • 30 Sep 2019 • Albert Mosella-Montoro, Javier Ruiz-Hidalgo

Geometric 3D scene classification is a very challenging task.

Classification General Classification +1

Hybrid Cosine Based Convolutional Neural Networks

no code implementations • 3 Apr 2019 • Adrià Ciurana, Albert Mosella-Montoro, Javier Ruiz-Hidalgo

Convolutional neural networks (CNNs) have demonstrated their capability to solve different kind of problems in a very huge number of applications.

General Classification