Title

Video Instance Segmentation using Knowledge Distillation

DGIST Authors

Hojin Kim ; Sunghoon Im ; Kyong Hwan Jin

Advisor

임성훈

Co-Advisor(s)

Kyong Hwan Jin

Issued Date

2023

Awarded Date

2023-02-01

Citation

Hojin Kim. (2023). Video Instance Segmentation using Knowledge Distillation. doi: 10.22677/THESIS.200000653859

Type

Thesis

Description

Video Instance Segmentation (VIS), Knowledge Distillation

Table Of Contents

I. Introduction 1
II. Related Work 3
III. Proposed method 4
3.1 Online VIS model 5
3.2 Offline Knowledge Extraction 5
3.3 Offline-to-Online Knowledge Distillation 6
3.4 Minor-Paste 7
IV. Experiments 8
4.1 Experimental Setup 8
4.2 Comparison to State-of-the-art Methods 9
4.3 Ablation Study 12
V. Conclusion 16
VI. References 17
VII. 요약문 22

URI

http://hdl.handle.net/20.500.11750/45752
http://dgist.dcollection.net/common/orgView/200000653859

DOI

10.22677/THESIS.200000653859

Degree

Master

Department

Department of Electrical Engineering and Computer Science

Publisher

DGIST

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