DC Field | Value | Language |
---|---|---|
dc.contributor.author | Kim, Chiheon | - |
dc.contributor.author | Lee, Doyup | - |
dc.contributor.author | Kim, Saehoon | - |
dc.contributor.author | Cho, Minsu | - |
dc.contributor.author | Han, Wook-Shin | - |
dc.date.accessioned | 2024-03-05T09:13:18Z | - |
dc.date.available | 2024-03-05T09:13:18Z | - |
dc.date.created | 2024-03-04 | - |
dc.date.issued | 2023-06 | - |
dc.identifier.uri | https://oasis.postech.ac.kr/handle/2014.oak/121038 | - |
dc.description.abstract | Despite recent advances in implicit neural representations (INRs), it remains challenging for a coordinate-based multi-layer perceptron (MLP) of INRs to learn a common representation across data instances and generalize it for unseen instances. In this work, we introduce a simple yet effective framework for generalizable INRs that enables a coordinate-based MLP to represent complex data instances by modulating only a small set of weights in an early MLP layer as an instance pattern composer; the remaining MLP weights learn pattern composition rules for common representations across instances. Our generalizable INR frame-work is fully compatible with existing meta-learning and hypernetworks in learning to predict the modulated weight for unseen instances. Extensive experiments demonstrate that our method achieves high performance on a wide range of domains such as an audio, image, and 3D object, while the ablation study validates our weight modulation. | - |
dc.language | English | - |
dc.publisher | IEEE Computer Society | - |
dc.relation.isPartOf | 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2023 | - |
dc.relation.isPartOf | Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition | - |
dc.title | Generalizable Implicit Neural Representations via Instance Pattern Composers | - |
dc.type | Conference | - |
dc.type.rims | CONF | - |
dc.identifier.bibliographicCitation | 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2023, pp.11808 - 11817 | - |
dc.citation.conferenceDate | 2023-06-18 | - |
dc.citation.conferencePlace | CA | - |
dc.citation.endPage | 11817 | - |
dc.citation.startPage | 11808 | - |
dc.citation.title | 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2023 | - |
dc.contributor.affiliatedAuthor | Cho, Minsu | - |
dc.contributor.affiliatedAuthor | Han, Wook-Shin | - |
dc.description.journalClass | 1 | - |
dc.description.journalClass | 1 | - |
Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.
library@postech.ac.kr Tel: 054-279-2548
Copyrights © by 2017 Pohang University of Science ad Technology All right reserved.