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Transforming Hand Drawn Wireframes into Front-End Code with Deep Learning
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作者 Saman Riaz Ali Arshad +1 位作者 Shahab S.Band Amir Mosavi 《Computers, Materials & Continua》 SCIE EI 2022年第9期4303-4321,共19页
The way towards generating a website front end involves a designersettling on an idea for what kind of layout they want the website to have, thenproceeding to plan and implement each aspect one by one until they havec... The way towards generating a website front end involves a designersettling on an idea for what kind of layout they want the website to have, thenproceeding to plan and implement each aspect one by one until they haveconverted what they initially laid out into its Html front end form, this processcan take a considerable time, especially considering the first draft of the designis traditionally never the final one. This process can take up a large amountof resource real estate, and as we have laid out in this paper, by using a Modelconsisting of various Neural Networks trained on a custom dataset. It can beautomated into assisting designers, allowing them to focus on the other morecomplicated parts of the system they are designing by quickly generating whatwould rather be straightforward busywork. Over the past 20 years, the boomin how much the internet is used and the sheer volume of pages on it demands ahigh level of work and time to create them. For the efficiency of the process, weproposed a multi-model-based architecture on image captioning, consisting ofConvolutional neural network (CNN) and Long short-term memory (LSTM)models. Our proposed approach trained on our custom-made database can beautomated into assisting designers, allowing them to focus on the other morecomplicated part of the system. We trained our model in several batches overa custom-made dataset consisting of over 6300 files and were finally able toachieve a Bilingual Evaluation Understudy (BLEU) score for a batch of 50hand-drawn images at 87.86%. 展开更多
关键词 Deep learning wireframes FRONT-END low fidelity high fidelity design process HTML computer vision DSL
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THE CONCEPT OF PROBE DETECTOR AND ITS APPLICATION IN GEOMETRIC MODELING
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作者 M.Rajbhandari 秦鹏飞 《Journal of Donghua University(English Edition)》 EI CAS 1989年第Z1期86-92,共7页
The concept of′Probe detector′is introduced in this paper with its application in geometricmodeling and graphics.In terms of the concept,the authors derive edge data from the CSG datarepresentation and establish a w... The concept of′Probe detector′is introduced in this paper with its application in geometricmodeling and graphics.In terms of the concept,the authors derive edge data from the CSG datarepresentation and establish a wireframe model. 展开更多
关键词 COMPUTER aided design COMPUTER aided manufacturing GEOMETRIC modeling GRAPHICS WIREFRAME PROBE DETECTOR
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Reconstructing Wireframe Model of Curvilinear Objects from Three Orth ographic Views
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作者 张爱军 诸昌钤 《Journal of Modern Transportation》 2001年第2期122-129,共8页
An approach for reconstructing wireframe models of curvilinear objects f rom three orthographic views is discussed in this paper. The method for generati ng 3D conic edges from 2D projection conic curves is emphasized... An approach for reconstructing wireframe models of curvilinear objects f rom three orthographic views is discussed in this paper. The method for generati ng 3D conic edges from 2D projection conic curves is emphasized especially, whic h is the pivotal work for reconstructing curvilinear objects from three orthogra phic views. In order to generate 3D conic edges, a five-point method is firstly utilized to obtain the algebraic representations of all 2D-projection curves i n each view, and then all algebraic forms are converted to the corresponding geo metric forms analytically. Thus the locus of a 3D conic edge can be derived from the geometric forms of the relevant conic curves in three views. Finally, the w ireframe model is created after eliminating all redundant elements generated in previous reconstruction process. The approach extends the range of objects to be reconstructed and imposes no restriction on the axis of the quadric surface. 展开更多
关键词 RECONSTRUCTION orthographic views wireframe model CONIC
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A Wireframe Model-Based Method for Automated Internal Design
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作者 XU Xiaosheng JIN Ping ZHANG Lanxin 《Wuhan University Journal of Natural Sciences》 CAS CSCD 2016年第4期319-323,共5页
This paper proposes a wireframe model-based method for automated internal design. The method is used to extract geometric structure of an internal wireframe model and find out all loop structures of furniture models. ... This paper proposes a wireframe model-based method for automated internal design. The method is used to extract geometric structure of an internal wireframe model and find out all loop structures of furniture models. The wireframe models are classified as the multiple independent sub-models according to the geometric structure by statistical analysis. The corresponding models are selected from a 3D model database to build an internal scene based on characteristic points of furniture wireframe models. In the experiments 3D database via manually selected 268 3D furniture models from Google 3D warehouse is built up. The experiments show that the method can construct 3D scenes in 1.1×103 ms. This method costs less time compared with traditional hierarchical method and depth-sensing camera method in the same experimental conditions. The method can be also used for 3D visualization either with complex backgrounds. 展开更多
关键词 wireframe model statistical analysis automated internal design
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EXPLOITING THE POTENTIALS OF WIREFRAME MODELING
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作者 Tang Rongxi Wang Yaping Yin Liming 703", Beijing University of Aeronautics and Astronautics Beijing 100083. P. R. China 《Computer Aided Drafting,Design and Manufacturing》 1992年第2期41-45,共5页
Solid modeling with precise NURBS boundaries compliant with STEP standard represents the most promising way of designing complicated mechanical products in a CIM environment. In paral- lel to the traditional approach ... Solid modeling with precise NURBS boundaries compliant with STEP standard represents the most promising way of designing complicated mechanical products in a CIM environment. In paral- lel to the traditional approach of putting together volumetric primitives with Boolean operations, an al- ternative way of applying the wireframe and skinning techniques is under development. The latter ap- proach is easy to implement, robust and capable of handling the most sophisticated models, while suf- fers the drawbacks of low efficiency in identifying interactively the boundaries of each surface patch when the line segments are interlaced and located close to each other. This paper describes the essentials of the wireframe and skinning techniques which produce the identical product information model as a solid modeler. 展开更多
关键词 solid modeling wireframe modeling skinning operation
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Point clouds to as-built two-node wireframe digital twin:a novel method to support autonomous robotic inspection
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作者 Farzad Azizi Zade Arvin Ebrahimkhanlou 《Autonomous Intelligent Systems》 2024年第1期50-72,共23页
Previous studies have primarily focused on converting point clouds(PC)into a dense mech of 3Dfinite element models,neglecting the conversion of PCs into as-built wireframe models with two-node elements for line elemen... Previous studies have primarily focused on converting point clouds(PC)into a dense mech of 3Dfinite element models,neglecting the conversion of PCs into as-built wireframe models with two-node elements for line elements such as beams and columns.This study aims to demonstrate the feasibility of this direct conversion,utilizing building framing patterns to create wireframe models.The study also integrates the OpenSeesPy package for modal analysis and double integration for bending estimation to demonstrate the application of the presented method in robotic inspection.Results indicate the successful conversion of a 4-story mass timber building PC to a 3D structural model with an average error of 7.5%under simplified assumptions.Further,two complex mass timber shed PCs were tested,resulting in detailed wireframe models.According to resource monitoring,our method can process∼593points/second,mostly affected by the number of neighbors used in thefirst stage of sparse points removal.Lastly,our method detects beams,columns,ceilings(floors),and walls with their directions.This research can facilitate various structural modeling directly based on PC data for digital twinning and autonomous robotic inspection. 展开更多
关键词 Autonomous robotic inspection Point Cloud tofinite element Two-node Wireframe Modal analysis Digital twin Building Information Modeling Mass timber
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Supramolecular Wireframe DNA Polyhedra: Assembly and Applications
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作者 Yulin Li Chengde Mao Zhaoxiang Deng 《Chinese Journal of Chemistry》 SCIE CAS CSCD 2017年第6期801-810,共10页
Wireframe, polyhedral, supramolecular complexes made of DNA have uniform sizes, defined three-dimensional shapes, porous facets, hollow interiors, good biocompatibilities, and chemical functionalizability. They confer... Wireframe, polyhedral, supramolecular complexes made of DNA have uniform sizes, defined three-dimensional shapes, porous facets, hollow interiors, good biocompatibilities, and chemical functionalizability. They confer great potentials in bottom-up nanoengineering towards various applications. In this review, we summarize recent ad- vances in the rational design and programmed assembly of DNA wireframe polyhedra. Their assembly is based on three distinctively different strategies: individual strands-based assembly, tile-based assembly, and scaffolded DNA origami. Applications of these polyhedral structures in templated nanomaterial assembly and in-vivo cargo delivery are discussed. In the future, expanding the structural complexity and exploring their applications, especially in na- nomaterials science and biomedicines, should be a primary focus of this rapidly developing and evolving activity of structural DNA nanotechnology. 展开更多
关键词 DNA nanotechnology SUPRAMOLECULE SELF-ASSEMBLY wireframe polyhedron DNA tile
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