Matches in SemOpenAlex for { <https://semopenalex.org/work/W3048865982> ?p ?o ?g. }
- W3048865982 abstract "Recently, learning-based approaches for 3D reconstruction from 2D images have gained popularity due to its modern applications, e.g., 3D printers, autonomous robots, self-driving cars, virtual reality, and augmented reality. The computer vision community has applied a great effort in developing functions to reconstruct the full 3D geometry of objects and scenes. However, to extract image features, they rely on convolutional neural networks, which are ineffective in capturing long-range dependencies. In this paper, we propose to substantially improve Occupancy Networks, a state-of-the-art method for 3D object reconstruction. For such we apply the concept of self-attention within the network's encoder in order to leverage complementary input features rather than those based on local regions, helping the encoder to extract global information. With our approach, we were capable of improving the original work in 5.05% of mesh IoU, 0.83% of Normal Consistency, and more than 10X the Chamfer-L1 distance. We also perform a qualitative study that shows that our approach was able to generate much more consistent meshes, confirming its increased generalization power over the current state-of-the-art." @default.
- W3048865982 created "2020-08-18" @default.
- W3048865982 creator A5039541694 @default.
- W3048865982 creator A5039629929 @default.
- W3048865982 creator A5048474971 @default.
- W3048865982 creator A5068824016 @default.
- W3048865982 creator A5077470169 @default.
- W3048865982 date "2020-08-11" @default.
- W3048865982 modified "2023-09-27" @default.
- W3048865982 title "Attention-based 3D Object Reconstruction from a Single Image" @default.
- W3048865982 cites W1520420617 @default.
- W3048865982 cites W1522301498 @default.
- W3048865982 cites W1920022804 @default.
- W3048865982 cites W2007825112 @default.
- W3048865982 cites W2018429976 @default.
- W3048865982 cites W2102861042 @default.
- W3048865982 cites W2106034964 @default.
- W3048865982 cites W2112796928 @default.
- W3048865982 cites W2128796476 @default.
- W3048865982 cites W2145595389 @default.
- W3048865982 cites W2190691619 @default.
- W3048865982 cites W2194775991 @default.
- W3048865982 cites W2229412420 @default.
- W3048865982 cites W2475287302 @default.
- W3048865982 cites W2487019930 @default.
- W3048865982 cites W2511691466 @default.
- W3048865982 cites W2546066744 @default.
- W3048865982 cites W2551540143 @default.
- W3048865982 cites W2804078698 @default.
- W3048865982 cites W2919115771 @default.
- W3048865982 cites W2933283236 @default.
- W3048865982 cites W2949409558 @default.
- W3048865982 cites W2951911415 @default.
- W3048865982 cites W2962770929 @default.
- W3048865982 cites W2962778872 @default.
- W3048865982 cites W2963026686 @default.
- W3048865982 cites W2963338719 @default.
- W3048865982 cites W2963363981 @default.
- W3048865982 cites W2963403868 @default.
- W3048865982 cites W2963730200 @default.
- W3048865982 cites W2963926543 @default.
- W3048865982 cites W2964137676 @default.
- W3048865982 cites W97083571 @default.
- W3048865982 hasPublicationYear "2020" @default.
- W3048865982 type Work @default.
- W3048865982 sameAs 3048865982 @default.
- W3048865982 citedByCount "0" @default.
- W3048865982 crossrefType "posted-content" @default.
- W3048865982 hasAuthorship W3048865982A5039541694 @default.
- W3048865982 hasAuthorship W3048865982A5039629929 @default.
- W3048865982 hasAuthorship W3048865982A5048474971 @default.
- W3048865982 hasAuthorship W3048865982A5068824016 @default.
- W3048865982 hasAuthorship W3048865982A5077470169 @default.
- W3048865982 hasConcept C109950114 @default.
- W3048865982 hasConcept C111919701 @default.
- W3048865982 hasConcept C118505674 @default.
- W3048865982 hasConcept C121684516 @default.
- W3048865982 hasConcept C153083717 @default.
- W3048865982 hasConcept C153715457 @default.
- W3048865982 hasConcept C154945302 @default.
- W3048865982 hasConcept C2776436953 @default.
- W3048865982 hasConcept C2781238097 @default.
- W3048865982 hasConcept C31487907 @default.
- W3048865982 hasConcept C31972630 @default.
- W3048865982 hasConcept C41008148 @default.
- W3048865982 hasConcept C81363708 @default.
- W3048865982 hasConceptScore W3048865982C109950114 @default.
- W3048865982 hasConceptScore W3048865982C111919701 @default.
- W3048865982 hasConceptScore W3048865982C118505674 @default.
- W3048865982 hasConceptScore W3048865982C121684516 @default.
- W3048865982 hasConceptScore W3048865982C153083717 @default.
- W3048865982 hasConceptScore W3048865982C153715457 @default.
- W3048865982 hasConceptScore W3048865982C154945302 @default.
- W3048865982 hasConceptScore W3048865982C2776436953 @default.
- W3048865982 hasConceptScore W3048865982C2781238097 @default.
- W3048865982 hasConceptScore W3048865982C31487907 @default.
- W3048865982 hasConceptScore W3048865982C31972630 @default.
- W3048865982 hasConceptScore W3048865982C41008148 @default.
- W3048865982 hasConceptScore W3048865982C81363708 @default.
- W3048865982 hasLocation W30488659821 @default.
- W3048865982 hasOpenAccess W3048865982 @default.
- W3048865982 hasPrimaryLocation W30488659821 @default.
- W3048865982 hasRelatedWork W2182272153 @default.
- W3048865982 hasRelatedWork W2511255779 @default.
- W3048865982 hasRelatedWork W2741658264 @default.
- W3048865982 hasRelatedWork W2768623474 @default.
- W3048865982 hasRelatedWork W2884178339 @default.
- W3048865982 hasRelatedWork W2920232832 @default.
- W3048865982 hasRelatedWork W2949174103 @default.
- W3048865982 hasRelatedWork W2951710163 @default.
- W3048865982 hasRelatedWork W2981146708 @default.
- W3048865982 hasRelatedWork W3005196257 @default.
- W3048865982 hasRelatedWork W3011084535 @default.
- W3048865982 hasRelatedWork W3012040923 @default.
- W3048865982 hasRelatedWork W3012111401 @default.
- W3048865982 hasRelatedWork W3014457412 @default.
- W3048865982 hasRelatedWork W3033651796 @default.
- W3048865982 hasRelatedWork W3034239557 @default.
- W3048865982 hasRelatedWork W3089519226 @default.
- W3048865982 hasRelatedWork W3196071212 @default.