Papers Layout Design
“Layout Design” 태그가 달린 논문 65편 · 필터 해제
MGG: Accelerating Graph Neural Networks with Fine-grained intra-kernel Communication-Computation Pipelining on Multi-GPU Platforms
The increasing size of input graphs for graph neural networks (GNNs) highlights the demand for using multi-GPU platforms. However, existing multi-GPU GNN systems optimize the computation and communication individually ba…
GPULayout DesignManagementGeometry Aligned Variational Transformer for Image-conditioned Layout Generation
Layout generation is a novel task in computer vision, which combines the challenges in both object localization and aesthetic appraisal, widely used in advertisements, posters, and slides design. An accurate and pleasant…
Layout DesignLayout GenerationObject LocalizationReCo: A Dataset for Residential Community Layout Planning
Layout planning is centrally important in the field of architecture and urban design. Among the various basic units carrying urban functions, residential community plays a vital part for supporting human life. Therefore,…
Generative Adversarial NetworkLayout DesignLayout GenerationHeat Source Layout Optimization Using Automatic Deep Learning Surrogate and Multimodal Neighborhood Search Algorithm
In satellite layout design, heat source layout optimization (HSLO) is an effective technique to decrease the maximum temperature and improve the heat management of the whole system. Recently, deep learning surrogate assi…
Layout DesignManagementNeural Architecture SearchAesthetic Text Logo Synthesis via Content-aware Layout Inferring
Text logo design heavily relies on the creativity and expertise of professional designers, in which arranging element layouts is one of the most important procedures. However, few attention has been paid to this task whi…
Layout DesignLayout GenerationiPLAN: Interactive and Procedural Layout Planning
Layout design is ubiquitous in many applications, e.g. architecture/urban planning, etc, which involves a lengthy iterative design process. Recently, deep learning has been leveraged to automatically generate layouts via…
Image GenerationLayout DesignTransfer Learning Approach to Bicycle-sharing Systems' Station Location Planning using OpenStreetMap Data
Bicycle-sharing systems (BSS) have become a daily reality for many citizens of larger, wealthier cities in developed regions. However, planning the layout of bicycle-sharing stations usually requires expensive data gathe…
Decision MakingLayout DesignTransfer LearningThe Layout Generation Algorithm of Graphic Design Based on Transformer-CVAE
Graphic design is ubiquitous in people's daily lives. For graphic design, the most time-consuming task is laying out various components in the interface. Repetitive manual layout design will waste a lot of time for profe…
DisentanglementLayout DesignLayout GenerationA Deep Neural Network Surrogate Modeling Benchmark for Temperature Field Prediction of Heat Source Layout
Thermal issue is of great importance during layout design of heat source components in systems engineering, especially for high functional-density products. Thermal analysis generally needs complex simulation, which lead…
DiversityLayout DesignModel SelectionregressionAn adaptive artificial neural network-based generative design method for layout designs
Layout designs are encountered in a variety of fields. For problems with many design degrees of freedom, efficiency of design methods becomes a major concern. In recent years, machine learning methods such as artificial …
BIG-bench Machine LearningGenerative Adversarial NetworkLayout DesignAnalog Circuit Design with Dyna-Style Reinforcement Learning
In this work, we present a learning based approach to analog circuit design, where the goal is to optimize circuit performance subject to certain design constraints. One of the aspects that makes this problem challenging…
Layout DesignModel-based Reinforcement Learningreinforcement-learningReinforcement Learning+1From IC Layout to Die Photo: A CNN-Based Data-Driven Approach
We propose a deep learning-based data-driven framework consisting of two convolutional neural networks: i) LithoNet that predicts the shape deformations on a circuit due to IC fabrication, and ii) OPCNet that suggests IC…
Layout DesignAuto Completion of User Interface Layout Design Using Transformer-Based Tree Decoders
It has been of increasing interest in the field to develop automatic machineries to facilitate the design process. In this paper, we focus on assisting graphical user interface (UI) layout design, a crucial task in app d…
Layout DesignPredictionGRIDS: Interactive Layout Design with Integer Programming
Grid layouts are used by designers to spatially organise user interfaces when sketching and wireframing. However, their design is largely time consuming manual work. This is challenging due to combinatorial explosion and…
Layout DesignLearning Key-Value Store Design
We introduce the concept of design continuums for the data layout of key-value stores. A design continuum unifies major distinct data structure designs under the same model. The critical insight and potential long-term i…
Layout DesignA Deep Generative Model for Graph Layout
Different layouts can characterize different aspects of the same graph. Finding a "good" layout of a graph is thus an important task for graph visualization. In practice, users often visualize a graph in multiple layouts…
3D Depth EstimationDecoderLayout Designmodel+1A Method for Expressing and Displaying the Vehicle Behavior Distribution in Maintenance Work Zones
Maintenance work zones on the road network have impacts on the normal travelling of vehicles, which increase the risk of traffic accidents. The traffic characteristic analysis in maintenance work zones is a basis for mai…
Layout DesignAutomatic Keyboard Layout Design for Low-Resource Latin-Script Languages
We present our approach to automatically designing and implementing keyboard layouts on mobile devices for typing low-resource languages written in the Latin script. For many speakers, one of the barriers in accessing an…
DiversityLayout DesignLayout Design for Intelligent Warehouse by Evolution with Fitness Approximation
With the rapid growth of the express industry, intelligent warehouses that employ autonomous robots for carrying parcels have been widely used to handle the vast express volume. For such warehouses, the warehouse layout …
Layout DesignContext-Aware Text-Based Binary Image Stylization and Synthesis
In this work, we present a new framework for the stylization of text-based binary images. First, our method stylizes the stroke-based geometric shape like text, symbols and icons in the target binary image based on an in…
Image InpaintingImage StylizationLayout DesignStyle Transfer+1