Title

SegRig: Advanced Neural Rigging Network via 3D Semantic Segmentation

Alternative Title

3차원 의미적 분할을 이용한 고도화된 뉴럴 리깅 네트워크

DGIST Authors

Junkyu Cho ; Daewon Seo ; Gyeongsik Moon

Advisor

서대원

Co-Advisor(s)

Gyeongsik Moon

Issued Date

2025

Awarded Date

2025-02-01

Citation

Junkyu Cho. (2025). SegRig: Advanced Neural Rigging Network via 3D Semantic Segmentation. doi: 10.22677/THESIS.200000841174

Type

Thesis

Description

Mesh segmentation, Neural rigging, Joint prediction, Skeleton

Table Of Contents

I.Introduction 1
II.Related Works 4
2.1 Mesh Segmentation 4
2.2 Neural Rigging 5
III.Methods 8
3.1 Segmentation Attention 8
3.2 Displacement Loss 9
3.3 Attention Weighted Norm Loss 11
3.4 Total Rigging Prediction 12
IV.Experiments 14
4.1 Attention Ratio 14
4.2 Datasets 17
4.3 Out of Distribution 18
V.Conclusion 21
References 22

URI

http://hdl.handle.net/20.500.11750/58047
http://dgist.dcollection.net/common/orgView/200000841174

DOI

10.22677/THESIS.200000841174

Degree

Master

Department

Department of Electrical Engineering and Computer Science

Publisher

DGIST

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