Assembly-based conceptual 3D modeling with unlabeled components using probabilistic factor graph. (May 2016)
- Record Type:
- Journal Article
- Title:
- Assembly-based conceptual 3D modeling with unlabeled components using probabilistic factor graph. (May 2016)
- Main Title:
- Assembly-based conceptual 3D modeling with unlabeled components using probabilistic factor graph
- Authors:
- Jaiswal, Prakhar
Huang, Jinmiao
Rai, Rahul - Abstract:
- Abstract: This work presents a novel and intuitive assembly based 3D modeling interface to support conceptual design exploration activities. In the presented modeling interface, unlabeled segmented components of the objects are assembled to create new 3D models. The development of the interface is motivated by two aspects. First, the focus is on novice users since they stand to gain the most from intuitive interfaces. Second, the intent is on creative reuse of a growing number and variety of 3D models available on vast online repositories like Turbosquid and Trimble 3D warehouse. Specifically, we have devised an automated component suggestion algorithm based on a probabilistic factor graph. This algorithm helps the user to easily browse and select components from a database that are most compatible with the current state of 3D models being assembled. The component suggestion algorithm incorporates various aspects such as shape similarity, repetitions of shapes, and adjacency relationships. Our new suggestive interface overcomes several limitations of traditional CAD interfaces by helping the users to quickly create and explore new conceptual designs. We present results on the conceptual design of several products. Highlights: We present a novel 3D CAD tool for conceptual design exploration. Interactive concept exploration through assembly-based 3D modeling paradigm. Automated component suggestion algorithm based on probabilistic factor graph. Creative reuse of 3D modelsAbstract: This work presents a novel and intuitive assembly based 3D modeling interface to support conceptual design exploration activities. In the presented modeling interface, unlabeled segmented components of the objects are assembled to create new 3D models. The development of the interface is motivated by two aspects. First, the focus is on novice users since they stand to gain the most from intuitive interfaces. Second, the intent is on creative reuse of a growing number and variety of 3D models available on vast online repositories like Turbosquid and Trimble 3D warehouse. Specifically, we have devised an automated component suggestion algorithm based on a probabilistic factor graph. This algorithm helps the user to easily browse and select components from a database that are most compatible with the current state of 3D models being assembled. The component suggestion algorithm incorporates various aspects such as shape similarity, repetitions of shapes, and adjacency relationships. Our new suggestive interface overcomes several limitations of traditional CAD interfaces by helping the users to quickly create and explore new conceptual designs. We present results on the conceptual design of several products. Highlights: We present a novel 3D CAD tool for conceptual design exploration. Interactive concept exploration through assembly-based 3D modeling paradigm. Automated component suggestion algorithm based on probabilistic factor graph. Creative reuse of 3D models available on vast online repositories. … (more)
- Is Part Of:
- Computer aided design. Volume 74(2016)
- Journal:
- Computer aided design
- Issue:
- Volume 74(2016)
- Issue Display:
- Volume 74, Issue 2016 (2016)
- Year:
- 2016
- Volume:
- 74
- Issue:
- 2016
- Issue Sort Value:
- 2016-0074-2016-0000
- Page Start:
- 45
- Page End:
- 54
- Publication Date:
- 2016-05
- Subjects:
- Conceptual 3D modeling -- Factor graph -- Assembly-based modeling
Computer-aided design -- Periodicals
Engineering design -- Data processing -- Periodicals
Computer graphics -- Periodicals
Conception technique -- Informatique -- Périodiques
Infographie -- Périodiques
Computer graphics
Engineering design -- Data processing
Periodicals
Electronic journals
620.00420285 - Journal URLs:
- http://www.journals.elsevier.com/computer-aided-design/ ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.cad.2015.10.002 ↗
- Languages:
- English
- ISSNs:
- 0010-4485
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3393.520000
British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 577.xml