Full metadata record
| DC Field | Value | Language |
|---|---|---|
| dc.contributor.advisor | 임성훈 | - |
| dc.contributor.author | Jinwoo Bae | - |
| dc.date.accessioned | 2023-03-22T19:57:29Z | - |
| dc.date.available | 2023-03-23T06:00:21Z | - |
| dc.date.issued | 2023 | - |
| dc.identifier.uri | http://hdl.handle.net/20.500.11750/45756 | - |
| dc.identifier.uri | http://dgist.dcollection.net/common/orgView/200000653335 | - |
| dc.description | Monocular depth estimation, Generalization, Out-of-Distribution | - |
| dc.description.tableofcontents | Ⅰ. Introduction 1 Ⅱ. Related Work 2 2.1 Self-supervised monocular depth estimation 2 2.2 Supervised monocular depth estimation 2 2.3 Vision Transformers 3 2.4 Modernized Architecture 4 Ⅲ. Method 4 3.1 CNN-Transformer Encoder 5 3.2 Attention Connection Module 6 3.3 Feature Fusion Decoder 7 Ⅳ. Experimental Results 7 4.1 Comparison on KITTI datasets 8 4.2 Analysis of texture-/shape-bias on CNN and Transformer 9 4.3 Analysis of Generalization performance 18 4.4 Analysis of feature representation on CNN and Transformer 21 Ⅴ. Conclusion 23 Ⅵ. References 25 Ⅶ. 요약문 31 |
- |
| dc.format.extent | 31 | - |
| dc.language | eng | - |
| dc.publisher | DGIST | - |
| dc.title | A Study on the Generality of a DNN-Based Monocular Depth Estimation | - |
| dc.type | Thesis | - |
| dc.identifier.doi | 10.22677/THESIS.200000653335 | - |
| dc.description.degree | Master | - |
| dc.contributor.department | Department of Electrical Engineering and Computer Science | - |
| dc.contributor.coadvisor | Kyong Hwan Jin | - |
| dc.date.awarded | 2023-02-01 | - |
| dc.publisher.location | Daegu | - |
| dc.description.database | dCollection | - |
| dc.citation | XT.IM 배78 202302 | - |
| dc.date.accepted | 2023-03-21 | - |
| dc.contributor.alternativeDepartment | 전기전자컴퓨터공학과 | - |
| dc.subject.keyword | Monocular depth estimation | - |
| dc.subject.keyword | Generalization | - |
| dc.subject.keyword | Out-of-Distribution | - |
| dc.contributor.affiliatedAuthor | Jinwoo Bae | - |
| dc.contributor.affiliatedAuthor | Sunghoon Im | - |
| dc.contributor.affiliatedAuthor | Kyong Hwan Jin | - |
| dc.contributor.alternativeName | 배진우 | - |
| dc.contributor.alternativeName | Sunghoon Im | - |
| dc.contributor.alternativeName | 진경환 | - |
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