Sparse coding and its applications in computer vision:
"This book provides a broader introduction to the theories and applications of sparse coding techniques in computer vision research. It introduces sparse coding in the context of representation learning, illustrates the fundamental concepts, and summarizes the most active research directions. A...
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| Format: | Electronic eBook |
|---|---|
| Language: | English |
| Published: |
Singapore
World Scientific Publishing Co. Pte. Ltd.
© 2016
|
| Subjects: | |
| Online Access: | FHN01 Volltext |
| Summary: | "This book provides a broader introduction to the theories and applications of sparse coding techniques in computer vision research. It introduces sparse coding in the context of representation learning, illustrates the fundamental concepts, and summarizes the most active research directions. A variety of applications of sparse coding are discussed, ranging from low-level image processing tasks such as super-resolution and de-blurring to high-level semantic understanding tasks such as image recognition, clustering and fusion. The book is suitable to be used as an introductory overview to this field, with its theoretical part being both easy and precious enough for quick understanding. It is also of great value to experienced researchers as it offers new perspective to the underlying mechanism of sparse coding, and points out potential future directions for different applications."-- |
| Item Description: | Title from PDF file title page (viewed January 14, 2016) |
| Physical Description: | 1 online resource (x, 228 p.) ill. (some col.) |
| ISBN: | 9789814725057 9814725056 |
Staff View
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| id | DE-604.BV044640823 |
| illustrated | Illustrated |
| indexdate | 2024-07-10T07:57:58Z |
| institution | BVB |
| isbn | 9789814725057 9814725056 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-030038795 |
| oclc_num | 988733890 |
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| owner_facet | DE-92 |
| physical | 1 online resource (x, 228 p.) ill. (some col.) |
| psigel | ZDB-124-WOP ZDB-124-WOP FHN_PDA_WOP |
| publishDate | 2016 |
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| publisher | World Scientific Publishing Co. Pte. Ltd. |
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| spelling | Sparse coding and its applications in computer vision Zhaowen Wang ... [et al.] Singapore World Scientific Publishing Co. Pte. Ltd. © 2016 1 online resource (x, 228 p.) ill. (some col.) txt rdacontent c rdamedia cr rdacarrier Title from PDF file title page (viewed January 14, 2016) "This book provides a broader introduction to the theories and applications of sparse coding techniques in computer vision research. It introduces sparse coding in the context of representation learning, illustrates the fundamental concepts, and summarizes the most active research directions. A variety of applications of sparse coding are discussed, ranging from low-level image processing tasks such as super-resolution and de-blurring to high-level semantic understanding tasks such as image recognition, clustering and fusion. The book is suitable to be used as an introductory overview to this field, with its theoretical part being both easy and precious enough for quick understanding. It is also of great value to experienced researchers as it offers new perspective to the underlying mechanism of sparse coding, and points out potential future directions for different applications."-- Computer vision Image processing / Digital techniques Computer graphics Spärliche Codierung (DE-588)4610668-6 gnd rswk-swf Maschinelles Sehen (DE-588)4129594-8 gnd rswk-swf Maschinelles Sehen (DE-588)4129594-8 s Spärliche Codierung (DE-588)4610668-6 s 1\p DE-604 Wang, Zhaowen Sonstige oth http://www.worldscientific.com/worldscibooks/10.1142/9815#t=toc Verlag URL des Erstveroeffentlichers Volltext 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Sparse coding and its applications in computer vision Computer vision Image processing / Digital techniques Computer graphics Spärliche Codierung (DE-588)4610668-6 gnd Maschinelles Sehen (DE-588)4129594-8 gnd |
| subject_GND | (DE-588)4610668-6 (DE-588)4129594-8 |
| title | Sparse coding and its applications in computer vision |
| title_auth | Sparse coding and its applications in computer vision |
| title_exact_search | Sparse coding and its applications in computer vision |
| title_full | Sparse coding and its applications in computer vision Zhaowen Wang ... [et al.] |
| title_fullStr | Sparse coding and its applications in computer vision Zhaowen Wang ... [et al.] |
| title_full_unstemmed | Sparse coding and its applications in computer vision Zhaowen Wang ... [et al.] |
| title_short | Sparse coding and its applications in computer vision |
| title_sort | sparse coding and its applications in computer vision |
| topic | Computer vision Image processing / Digital techniques Computer graphics Spärliche Codierung (DE-588)4610668-6 gnd Maschinelles Sehen (DE-588)4129594-8 gnd |
| topic_facet | Computer vision Image processing / Digital techniques Computer graphics Spärliche Codierung Maschinelles Sehen |
| url | http://www.worldscientific.com/worldscibooks/10.1142/9815#t=toc |
| work_keys_str_mv | AT wangzhaowen sparsecodinganditsapplicationsincomputervision |