Machining-feature-dataset

KO | EN

gitlite — search

#javascript #react #golang #machine-learning #rust #docker #windows #awesome #cli #vue #pytorch #mcp #openai #open-source

Machining-feature-dataset

(★ 29)

Machining feature dataset with 24 classes including 1000 models each

Machining-feature-dataset 최신버젼 다운로드

최종 버전 다운로드 (.zip)

// repository documentation

Was this content helpful?

★ 0 (0 ratings)

# FeatureNet Database

We developed a novel framework using Deep 3D Convolutional Neural Networks (3D-CNNs) termed **FeatureNet** to learn machining features from CAD models of mechanical parts. FeatureNet learns the distribution of complex machining feature shapes across a large 3D model data set and discovers distinguishing features that help in recognition process automatically. To train FeatureNet, a large-scale mechanical part datasets of 3D CAD models with labeled machining features is synthetically constructed. For more details, please refer to our <a href="https://doi.org/10.1016/j.cad.2018.03.006">paper</a> published in Computer-Aided Design journal, Vol. 101, 2018. The FeatureNet database is provided in this repository.

This repository includes a zipped folder consisting of the complete FeatureNet database. The zipped folder consists of 24 sub-folders, each representing a unique machining feature with class label (from 0-23). Every sub-folder has 1000 .STL files, which are randomly generated samples of the corresponding machining feature. The list of machining features and their parameters are provided in the [.PDF file](FeatureList.pdf) included with the repository.

If you use our dataset for your work, please cite:
> Zhang, Z., Jaiswal, P., & Rai, R. (2018). FeatureNet: Machining feature recognition based on 3D Convolution Neural Network. Computer-Aided Design, 101, 12-22.

*****************************************************************
### Owner:
	MAD Lab
	Department of Mechanical and Aerospace Engineering
	University at Buffalo, Buffalo, NY - 14260
	http://madlab.eng.buffalo.edu/
*****************************************************************

Machining-feature-dataset

Machining-feature-dataset 최신버젼 다운로드

오늘의 추천 프로젝트

Was this content helpful?

Recent Feedback

Machining-feature-dataset

Machining-feature-dataset 최신버젼 다운로드

오늘의 추천 프로젝트

Was this content helpful?

Recent Feedback

Download README