A Large-Scale Multimodal Car Dataset with Computational Fluid Dynamics Simulations and Deep Learning Benchmarks

deep-neural-networks deep-learning data-driven cfd openfoam fluid-dynamics meshes computational-fluid-dynamics fluid-simulation 3d-geometry aerodynamics surrogate-modelling surrogate-models graph-neural-networks dgcnn large-scale-dataset parametric-design generative-ai car-design drivaer

• Updated May 14, 2026
• Python

Official Code for ICML 2021 paper "Revisiting Point Cloud Shape Classification with a Simple and Effective Baseline"

point-cloud 3d-vision simpleview sota pointnet pointnet2 point-cloud-processing dgcnn point-cloud-classification modelnet-dataset modelnet40 icml-2021 rscnn scanobjectnn

• Updated Dec 12, 2024
• Python

Repetition code of the model for the paper "EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks" in pytorch

python pytorch dgcnn

• Updated May 3, 2023
• Python

[BIBM2024] MEEG and AT-DGNN: Improving EEG Emotion Recognition with Music Introducing and Graph-based Learning

eeg deap emotion-recognition gnns dgcnn deap-dataset

• Updated Apr 22, 2025
• Python

Dynamic Graph Convolutional Neural Network for 3D point cloud semantic segmentation

python tensorflow convolutional-neural-networks custom-data graph-convolutional-networks gcnn dgcnn

• Updated Nov 7, 2018
• Python

This is the official pytorch implementation for paper: IF-Defense: 3D Adversarial Point Cloud Defense via Implicit Function based Restoration

deep-learning point-cloud pytorch defense 3d-reconstruction adversarial-machine-learning pointnet pointnet2 dgcnn pointconv implicit-representions rs-cnn 3d-attack

• Updated Jul 6, 2021
• Python

支持百度竞赛数据的中文事件抽取，支持ace2005数据的英文事件抽取，本人将苏神的三元组抽取算法中的DGCNN改成了事件抽取任务，并将karas改成了本人习惯使用的pytorch，在数据加载处考虑了各种语言的扩展

django pytorch multi-language mlflow dgcnn event-extract

• Updated Jan 15, 2021
• Python

Dilate Gated Convolutional Neural Network For Machine Reading Comprehension

qa machine-reading-comprehension dgcnn

• Updated Aug 14, 2019
• Python

Clean & Documented TF2 implementation of "An end-to-end deep learning architecture for graph classification" (M. Zhang et al., 2018).

deep-neural-networks deep-learning graphical-models attention-mechanism paper-implementations graph-embedding graph-classification graph-signals dgcnn gnn graph-convolutions

• Updated Feb 2, 2020
• Python

Code and Data for the paper "LPF-Defense: 3D Adversarial Defense based on Frequency Analysis", PLoS ONE

computer-vision deep-learning point-cloud spherical-harmonics frequency-analysis pointnet adversarial-attacks pointnet2 dgcnn 3d-attack

• Updated Nov 5, 2024
• Python

A pytorch implementation for an optimized DGCNN

dgcnn

• Updated Jul 10, 2023
• Python

point-cloud generative-adversarial-network classification gans data-augmentation modelnet 3d-deep-learning adversarial-examples fgsm adversarial-attacks dgcnn point-network modelnet-dataset point-augment

• Updated May 10, 2021
• Python

PLEASE USE THE NEW REPO https://github.com/salehjg/DeepPoint-V2-FPGA . The deprecated in-order-queue-based repository for "DGCNN on FPGA: Acceleration of The Point CloudClassifier Using FPGAs".

fpga deep-learning hls point-cloud classification xilinx heterogeneous dgcnn

• Updated Jan 2, 2023
• C++

This repository contains the code to train a custom DGCNN segmentation model on 3D point cloud data and carry out post-processing to filter these point clouds from the k-regular graphs produced by the model.

point-cloud post-processing k-nearest-neighbors dgcnn segmentation-models-pytorch

• Updated Dec 5, 2024
• Python

PyTorch pipeline for 3D tooth segmentation from intraoral scans, using DGCNN with reproducible training and evaluation on Teeth3DS.

computer-vision pytorch medical-imaging semantic-segmentation 3d-segmentation point-cloud-segmentation dgcnn tooth-segmentation dental-ai teeth3ds

• Updated Oct 20, 2026
• Jupyter Notebook

AI-assisted orthodontic treatment planning pipeline for clear aligners with dual-agent deep learning and 4D staging simulation.

api pipeline simulation saas medical-imaging biomechanics segmentation orthodontics landmark-detection treatment-planning multi-agent-system open-core dgcnn clinical-ai dental-ai clear-aligners

• Updated Mar 18, 2026
• Python

Codes for the Point Cloud Analysis Project (IPL Lab, Sharif UT)

computer-vision point-cloud saliency-map 3d-vision pointnet pytorch-implementation dgcnn

• Updated Nov 9, 2021
• Python

Code for our article "Sparse Keypoint Segmentation of Lung Fissures: Efficient Geometric Deep Learning for Abstracting Volumetric Images"

point-cloud segmentation keypoints graph-convolutional-networks medical-image-processing lung-segmentation lung pointnet geometric-deep-learning dgcnn point-transformer medical-deep-learning

• Updated Feb 25, 2025
• Python

3D point cloud classification on ModelNet40: PointNet, DGCNN and a hybrid attention-fusion model from scratch, 85.5% test accuracy

computer-vision deep-learning point-cloud pytorch neural-networks attention-mechanism from-scratch 3d-deep-learning pointnet geometric-deep-learning dgcnn modelnet40

• Updated Aug 2, 2026
• Jupyter Notebook

Project for the University Master Degree Course and Thesis of Computer Vision

fps pca gcn networkx-graph pointnet knn-algorithm graphsage dgcnn gat fpfh partnet

• Updated Feb 10, 2025
• Python