Graph Neural Network solving Non-deterministic Polynomial-time Optimization problems

Table of Contents1. Overview
>>> What is a combinatorial problem?
>>> Why Graph Neural Network?
2. Outline of papers
>>> Approximation Ratios of Graph Neural…

Bio and Table of Content

Info monster starring at you
this is an Infomonster

Bio

  • 葉津源 (Jimmy Yeh)
  • Currently studying Ph.D. in
    the Graduate Institute of Communication Engineering, National Taiwan University
  • Research focus: Mesh generation, 3D reconstruction, Graph Neural Networks.

Table of Content

All roads to 3D reconstruction

Graph Neural Network Study Group Notes

Tutorials

Technicals

Convex Optimization (know your Gradient Descents!)

How to write a good paper? How to write a good review? How to write a good rebuttal? How are reviews used in the decision process?…….. summarizing key points from the 5hr tutorial…

Tutorial website:

Tutorial full session recording (youtube):

  • 9:00 — How to write a good paper
  • 40:40 — How to write a good review
  • >> 1:06:00 — How to be a good reviewer
  • >> 1:28:10 — How to write a good review (as a newcomer in the field)
  • >> 1:58:20 — Novelty is in the eyes…

How does Graph Neural Network interact with these topics?

Recommender System

Given .obj (& .mtl) files, how to render images from different camera angles? With Blender Python API.

The ShapeNet dataset

Research on Adversarial Attack against Graph Neural Network.

Table of Contents1. Overview
>>> What is an Adversarial Attack
>>> Attack on GNN
2. Outlines
>>> Adversarial Attacks…

what are the baselines?

How to create the 3D mesh?

Deform from sphere or ellipsoid mesh

Create Point Cloud

Deep + structure from motion

What happens when we implement the techniques on the Liberty statue? (direct transfer)

How to mesh, this is the question for my deep learning research

A coarse polygonal mesh of a dolphin.
Table of ContentWhat is mesh?Popular 3d model dataset collectionsTransformation: sampling point cloud from CAD or mesh

What is mesh?

Popular 3d model dataset collections

ABC: A Big CAD Model Dataset For Geometric Deep Learning

  • includes STL file, with dense (yet possibly low quality) triangulation.

ShapeNet

ModelNet

Thingi10K

Transformation: sampling point cloud from CAD or mesh

Jimmy Yeh

no time to write will finish latter

Get the Medium app

A button that says 'Download on the App Store', and if clicked it will lead you to the iOS App store
A button that says 'Get it on, Google Play', and if clicked it will lead you to the Google Play store