GEOMetrics | Repo for the paper "GEOMetrics: Exploiting Geometric Structure for Graph-Encoded Objects" | Machine Learning library

by EdwardSmith1884 Python Version: Current License: MIT

X-Ray Key Features Code Snippets Community Discussions(2)Vulnerabilities Install Support

kandi X-RAY | GEOMetrics Summary

GEOMetrics is a Python library typically used in Artificial Intelligence, Machine Learning, Pytorch applications. GEOMetrics has no bugs, it has no vulnerabilities, it has a Permissive License and it has low support. However GEOMetrics build file is not available. You can download it from GitHub.

This is a repository to reproduce the methods from the paper "GEOMetrics: Exploiting Geometric Structure for Graph-Encoded Objects". This project is a combination of new ideas for mesh generation, applied to reconstructing mesh objects from single images. The goal of this project is to produce mesh objects which properly take advantage of the graceful scaling properties of their graph-based representation. This is a refactored version of the origional code, with batched learning, more efficient implementations of the ideas, and easier to use scripts. To see the origional code base loos in the old_GEOMetrics folder. There is a pretrained model included in this repo. This is a slightly different model then used for evaluation in the paper, and a such the F1 score at a threshold of .0001 is a little higher then in the paper at 68.6. Please email me if you want updated scores across all classes. Bear in mind this model is trained to produce the highest accuracy not for most the attractive mesh models,.

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Support

GEOMetrics has a low active ecosystem.

It has 116 star(s) with 12 fork(s). There are 9 watchers for this library.

It had no major release in the last 6 months.

There are 1 open issues and 17 have been closed. On average issues are closed in 27 days. There are no pull requests.

It has a neutral sentiment in the developer community.

The latest version of GEOMetrics is current.

Quality

GEOMetrics has no bugs reported.

Security

GEOMetrics has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.

License

GEOMetrics is licensed under the MIT License. This license is Permissive.

Permissive licenses have the least restrictions, and you can use them in most projects.

Reuse

GEOMetrics releases are not available. You will need to build from source code and install.

GEOMetrics has no build file. You will be need to create the build yourself to build the component from source.

Installation instructions are not available. Examples and code snippets are available.

Top functions reviewed by kandi - BETA

kandi has reviewed GEOMetrics and discovered the below as its top functions. This is intended to give you an instant insight into GEOMetrics implemented functionality, and help decide if they suit your requirements.

Calculate surface
Read data from a file - like object
Reads the dimensions of the binvox header
Compute a voxel for each face
Train the model
Compute the overlap between two positions
Calculate the edge length
Batch_point_to_surface
Convert from obj to center coordinates
Generate the graph
Compute the quaternion product of two quaternions
Calculate the quaternion of the quaternion
Import lib symbols
Convert a voxel to meshlab
Triangulates an edit object
Run binvox on the wanted objects
Save the current state of the optimizer
Download shapenet images
Convert from camPos to quaternion
Convert bin voxels to voxels
Download all of the objects of the specified objects
Download the binvox files for each class
Read data from a numpy array
Validate the model
Evaluate the model
Convert vertices and faces to object

Get all kandi verified functions for this library.

GEOMetrics Key Features

No Key Features are available at this moment for GEOMetrics.

GEOMetrics Examples and Code Snippets

No Code Snippets are available at this moment for GEOMetrics.

Community Discussions

Trending Discussions on GEOMetrics

Finding Geometric sum using recursion

How to find the maximum's index?

QUESTION

Finding Geometric sum using recursion

Asked 2020-Jan-01 at 13:30

I am trying to better understand recursion. I am writing a basic geometric series method which I know could be done easier with a loop but that is not the purpose. The method is producing the currect output for the values of 0 and 1 which is simply 1 and 1.5. But for 2 it is outputting 1.25 when it should be 1.75. Any pointers on a better way to approach this?

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ANSWER

Answered 2017-Sep-05 at 22:10

This happens because you are casting a float into a int.

Source https://stackoverflow.com/questions/46063902

QUESTION

How to find the maximum's index?

Asked 2017-Nov-21 at 19:47

I got this problem here. The index is int, but the program throws me double. I can't find the problem. There are a lot of geometric shapes, and they have center coordinates and the length of their side. I had to calculate the difference of the area and the circumstance, and then pick the largest number's index.

/Main class

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ANSWER

Answered 2017-Nov-21 at 19:47

You have declared:

Source https://stackoverflow.com/questions/47420968

Community Discussions, Code Snippets contain sources that include Stack Exchange Network

Vulnerabilities

No vulnerabilities reported

Install GEOMetrics

You can download it from GitHub.
You can use GEOMetrics like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.