FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4229062017> ?p ?o ?g. }

• W4229062017 abstract "We explore the interpretability of 3D geometric deep learning models in the context of Computer-Aided Design (CAD). The field of parametric CAD can be limited by the difficulty of expressing high-level design concepts in terms of a few numeric parameters. In this paper, we use a deep learning architectures to encode high dimensional 3D shapes into a vectorized latent representation that can be used to describe arbitrary concepts. Specifically, we train a simple auto-encoder to parameterize a dataset of complex shapes. To understand the latent encoded space, we use the idea of Concept Activation Vectors (CAV) to reinterpret the latent space in terms of user-defined concepts. This allows modification of a reference design to exhibit more or fewer characteristics of a chosen concept or group of concepts. We also test the statistical significance of the identified concepts and determine the sensitivity of a physical quantity of interest across the dataset." @default.
• W4229062017 created "2022-05-08" @default.
• W4229062017 creator A5002594560 @default.
• W4229062017 creator A5023928192 @default.
• W4229062017 creator A5024560021 @default.
• W4229062017 creator A5065490117 @default.
• W4229062017 creator A5081037761 @default.
• W4229062017 date "2022-04-29" @default.
• W4229062017 modified "2023-09-25" @default.
• W4229062017 title "Concept Activation Vectors for Generating User-Defined 3D Shapes" @default.
• W4229062017 doi "https://doi.org/10.48550/arxiv.2205.02102" @default.
• W4229062017 hasPublicationYear "2022" @default.
• W4229062017 type Work @default.
• W4229062017 citedByCount "0" @default.
• W4229062017 crossrefType "posted-content" @default.
• W4229062017 hasAuthorship W4229062017A5002594560 @default.
• W4229062017 hasAuthorship W4229062017A5023928192 @default.
• W4229062017 hasAuthorship W4229062017A5024560021 @default.
• W4229062017 hasAuthorship W4229062017A5065490117 @default.
• W4229062017 hasAuthorship W4229062017A5081037761 @default.
• W4229062017 hasBestOaLocation W42290620171 @default.
• W4229062017 hasConcept C104317684 @default.
• W4229062017 hasConcept C105795698 @default.
• W4229062017 hasConcept C108583219 @default.
• W4229062017 hasConcept C111472728 @default.
• W4229062017 hasConcept C111919701 @default.
• W4229062017 hasConcept C117251300 @default.
• W4229062017 hasConcept C118505674 @default.
• W4229062017 hasConcept C119857082 @default.
• W4229062017 hasConcept C127413603 @default.
• W4229062017 hasConcept C138885662 @default.
• W4229062017 hasConcept C151730666 @default.
• W4229062017 hasConcept C154945302 @default.
• W4229062017 hasConcept C17744445 @default.
• W4229062017 hasConcept C185592680 @default.
• W4229062017 hasConcept C194789388 @default.
• W4229062017 hasConcept C199539241 @default.
• W4229062017 hasConcept C199639397 @default.
• W4229062017 hasConcept C202444582 @default.
• W4229062017 hasConcept C21200559 @default.
• W4229062017 hasConcept C24326235 @default.
• W4229062017 hasConcept C24574437 @default.
• W4229062017 hasConcept C2776359362 @default.
• W4229062017 hasConcept C2778572836 @default.
• W4229062017 hasConcept C2779343474 @default.
• W4229062017 hasConcept C2780586882 @default.
• W4229062017 hasConcept C2781067378 @default.
• W4229062017 hasConcept C33923547 @default.
• W4229062017 hasConcept C41008148 @default.
• W4229062017 hasConcept C55493867 @default.
• W4229062017 hasConcept C66746571 @default.
• W4229062017 hasConcept C80444323 @default.
• W4229062017 hasConcept C86803240 @default.
• W4229062017 hasConcept C94625758 @default.
• W4229062017 hasConcept C9652623 @default.
• W4229062017 hasConceptScore W4229062017C104317684 @default.
• W4229062017 hasConceptScore W4229062017C105795698 @default.
• W4229062017 hasConceptScore W4229062017C108583219 @default.
• W4229062017 hasConceptScore W4229062017C111472728 @default.
• W4229062017 hasConceptScore W4229062017C111919701 @default.
• W4229062017 hasConceptScore W4229062017C117251300 @default.
• W4229062017 hasConceptScore W4229062017C118505674 @default.
• W4229062017 hasConceptScore W4229062017C119857082 @default.
• W4229062017 hasConceptScore W4229062017C127413603 @default.
• W4229062017 hasConceptScore W4229062017C138885662 @default.
• W4229062017 hasConceptScore W4229062017C151730666 @default.
• W4229062017 hasConceptScore W4229062017C154945302 @default.
• W4229062017 hasConceptScore W4229062017C17744445 @default.
• W4229062017 hasConceptScore W4229062017C185592680 @default.
• W4229062017 hasConceptScore W4229062017C194789388 @default.
• W4229062017 hasConceptScore W4229062017C199539241 @default.
• W4229062017 hasConceptScore W4229062017C199639397 @default.
• W4229062017 hasConceptScore W4229062017C202444582 @default.
• W4229062017 hasConceptScore W4229062017C21200559 @default.
• W4229062017 hasConceptScore W4229062017C24326235 @default.
• W4229062017 hasConceptScore W4229062017C24574437 @default.
• W4229062017 hasConceptScore W4229062017C2776359362 @default.
• W4229062017 hasConceptScore W4229062017C2778572836 @default.
• W4229062017 hasConceptScore W4229062017C2779343474 @default.
• W4229062017 hasConceptScore W4229062017C2780586882 @default.
• W4229062017 hasConceptScore W4229062017C2781067378 @default.
• W4229062017 hasConceptScore W4229062017C33923547 @default.
• W4229062017 hasConceptScore W4229062017C41008148 @default.
• W4229062017 hasConceptScore W4229062017C55493867 @default.
• W4229062017 hasConceptScore W4229062017C66746571 @default.
• W4229062017 hasConceptScore W4229062017C80444323 @default.
• W4229062017 hasConceptScore W4229062017C86803240 @default.
• W4229062017 hasConceptScore W4229062017C94625758 @default.
• W4229062017 hasConceptScore W4229062017C9652623 @default.
• W4229062017 hasLocation W42290620171 @default.
• W4229062017 hasOpenAccess W4229062017 @default.
• W4229062017 hasPrimaryLocation W42290620171 @default.
• W4229062017 hasRelatedWork W2029696074 @default.
• W4229062017 hasRelatedWork W2605281151 @default.
• W4229062017 hasRelatedWork W3006943036 @default.
• W4229062017 hasRelatedWork W3129898729 @default.
• W4229062017 hasRelatedWork W3191046242 @default.
• W4229062017 hasRelatedWork W4213225422 @default.
• W4229062017 hasRelatedWork W4294031299 @default.
• W4229062017 hasRelatedWork W4299487748 @default.

• next