Projects | Jianxin (Jason) Sun

work

Deep Prefetching Interactive Volume Renderer

GPU-accelerated multi-resolution volume visualization for large-scale data using deep prefetching neural network, RmdnCache. (CUDA, Multi-resolution, Pytorch, LibTorch, Volume Visualization, C/C++, OpenGL)

Prefetching Neural Network

Prefetching neural network, RmdnCache, is a predictive model for microblock prediction using RNN + MDN. (Deep learning, RNN, MDN, Pytorch, OpenGL, Python)

3D Learning from Point Cloud and Mesh

RANSAC-based marching ring for 3D cylinder learning to approximate 3D shape and perform 3D semantic segmentation. (OpenGL, OpenCV, Point cloud, Point Cloud Library (PCL), Microsoft Kinect, C/C++)

3D reconstruction from Multi-view images

Register the 3D reconstructed views to construct the original 3D object mesh. (Computer Vision, Multi-view, 3D registration, ICP)

3D reconstruction and learning from LIDAR Sensor

Automatic 3D reconstruction and learning from sparse 2.5D LIDAR images. (LIDAR, 3D reconstruction, 3D segmentation, 3D classification, depth view registration, ICP)

Graph embedding for software source code analytics

Deep learning graph embedding is utilized to extract insightful feature from complex call graph to lower-dimensional space for similarity measurement. (Graph Neural Network, Dimension Reduction, Data Visualization)

Spatial-Temporal Scientific Data Clustering via Deep Convolutional Neural Network

Dimension reduction using convolutional autoencoder for spatial-temporal data classification. (Convolutional Neural Network, Dimension Reduction, Spatial-Temporal Data, Classification)

Direct rendering from MFA model

MFA-DVR is a direct volume rendering on MFA model and implemented on top of VTK visualization library. (Data modeling and Visualization, C/C++)

Full stack website for UAV wireless communication

AngularJS front-end with WebGL and Three.js. Flask back-end with MQTT real time communication protocol. (AngularJS, WebGL, Three.js, Flask, MQTT)

Full stack website for tgsounder scanning.

AngularJS front-end. Flask back-end with MQTT real time communication protocol. (AngularJS, WebGL, Three.js, Flask, MQTT)

Full stack website for covercrop prediction and result visualization.

AngularJS front-end. Spring boot back-end with Apsim simulation running on the back-end. (AngularJS, Spring Boot, D3.js)