Extended 2D Scene Image-Based 3D Scene Retrieval Article Swipe
YOU?
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· 2019
· Open Access
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· DOI: https://doi.org/10.2312/3dor.20191060
In the months following our SHREC 2018 - 2D Scene Image-Based 3D Scene Retrieval (SceneIBR2018) track, we have extended the number of the scene categories from the initial 10 classes in the SceneIBR2018 benchmark to 30 classes, resulting in a new benchmark SceneIBR2019 which has 30,000 scene images and 3,000 3D scene models. For that reason, we seek to further evaluate the performance of existing and new 2D scene image-based 3D scene retrieval algorithms using this extended and more comprehensive new benchmark. Three groups from the Netherlands, the United States and Vietnam participated and collectively submitted eight runs. This report documents the evaluation of each method based on seven performance metrics, offers an indepth discussion as well as analysis on the methods employed and discusses future directions that have the potential to address this task. Again, deep learning techniques have demonstrated notable performance in terms of both accuracy and scalability when applied to this exigent retrieval task. To further enrich the current state of 3D scene understanding and retrieval, our evaluation toolkit, all participating methods' results and the comprehensive 2D/3D benchmark have all been made publicly available.
Related Topics
- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.2312/3dor.20191060
- OA Status
- green
- Cited By
- 7
- Related Works
- 20
- OpenAlex ID
- https://openalex.org/W2947994214
Raw OpenAlex JSON
- OpenAlex ID
-
https://openalex.org/W2947994214Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.2312/3dor.20191060Digital Object Identifier
- Title
-
Extended 2D Scene Image-Based 3D Scene RetrievalWork title
- Type
-
articleOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2019Year of publication
- Publication date
-
2019-01-01Full publication date if available
- Authors
-
Hameed Abdul-Rashid, Juefei Yuan, Bo Li, Yijuan Lu, Tobias Schreck, Ngoc-Minh Bui, Trong-Le Do, Mike Holenderski, Dmitri Jarnikov, Khiem T. Le, Vlado Menkovski, Khac-Tuan Nguyen, Thanh-An Nguyen, Vinh-Tiep Nguyen, Tu V. Ninh, Luis A. Pérez Rey, Minh–Triet Tran, Tianyang WangList of authors in order
- Landing page
-
https://doi.org/10.2312/3dor.20191060Publisher landing page
- Open access
-
YesWhether a free full text is available
- OA status
-
greenOpen access status per OpenAlex
- OA URL
-
https://doi.org/10.2312/3dor.20191060Direct OA link when available
- Concepts
-
Computer vision, Artificial intelligence, Computer science, Image retrieval, Image (mathematics), Visual Word, Computer graphics (images), Information retrievalTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
7Total citation count in OpenAlex
- Citations by year (recent)
-
2024: 1, 2022: 3, 2020: 2, 2019: 1Per-year citation counts (last 5 years)
- Related works (count)
-
20Other works algorithmically related by OpenAlex
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