|
|
|
|
| LEADER |
00000cam a22000007a 4500 |
| 001 |
EBSCO_on1229923019 |
| 003 |
OCoLC |
| 005 |
20231017213018.0 |
| 006 |
m o d |
| 007 |
cr cnu---unuuu |
| 008 |
210109s2020 gw o 000 0 eng d |
| 040 |
|
|
|a EBLCP
|b eng
|e pn
|c EBLCP
|d YDX
|d EBLCP
|d N$T
|d OCLCQ
|d OCLCF
|d OCLCQ
|d OCLCO
|
| 019 |
|
|
|a 1229126525
|
| 020 |
|
|
|a 3736963467
|
| 020 |
|
|
|a 9783736963467
|q (electronic bk.)
|
| 035 |
|
|
|a (OCoLC)1229923019
|z (OCoLC)1229126525
|
| 050 |
|
4 |
|a Z699.5.P53
|
| 082 |
0 |
4 |
|a 025.04
|2 23/eng/20220906
|
| 049 |
|
|
|a UAMI
|
| 100 |
1 |
|
|a Barz, Björn.
|
| 245 |
1 |
0 |
|a Semantic and Interactive Content-based Image Retrieval
|
| 260 |
|
|
|a Göttingen :
|b Cuvillier Verlag,
|c 2020.
|
| 300 |
|
|
|a 1 online resource (323 pages)
|
| 336 |
|
|
|a text
|b txt
|2 rdacontent
|
| 337 |
|
|
|a computer
|b c
|2 rdamedia
|
| 338 |
|
|
|a online resource
|b cr
|2 rdacarrier
|
| 588 |
0 |
|
|a Print version record.
|
| 505 |
0 |
|
|a Intro -- 1 Introduction -- 1.1 Content-based image retrieval -- 1.2 Instance vs. category retrieval -- 1.3 Challenges -- 1.4 Interactive image retrieval -- 1.5 Semantic image retrieval -- 1.6 Contributions of this thesis -- 2 Methodical Background -- 2.1 Fundamental concepts and definitions -- 2.2 Classification -- 2.2.1 Problem setting -- 2.2.2 Support vector machines -- 2.2.3 Linear discriminant analysis -- 2.2.4 Nearest neighbor classification -- 2.2.5 Gaussian processes -- 2.2.6 Neural networks -- 2.2.7 Active learning -- 2.3 Clustering -- 2.3.1 k-means -- 2.3.2 GaussianMixtureModels
|
| 505 |
8 |
|
|a 2.4 Metric Learning -- 2.4.2 Duality between metric and feature learning -- 2.4.3 Learning metrics for fixed features -- 2.4.4 Deep metric learning -- 2.5 Information retrieval -- 2.5.1 Problem description -- 2.5.2 Evaluation metrics -- 2.5.3 Learning to rank -- 2.5.4 System architecture -- 2.5.5 Spatial verification and re-ranking -- 2.5.6 Query expansion and diffusion -- 2.5.7 Cross- and multi-modal retrieval -- 2.6 Image representations for CBIR -- 2.6.1 Hand-crafted local features -- 2.6.2 Hand-crafted transformationsand aggregations -- 2.6.3 Principal components analysis and whitening
|
| 505 |
8 |
|
|a 2.6.4 Off-the-shelf CNN features -- 2.6.5 End-to-end learning for image retrieval -- 2.7 Relevance feedback -- 3 The Cosine Loss:A RetrievalMetricused for Classification -- 3.1 Introduction and motivation -- 3.1.1 The problem of small data -- 3.1.2 Weakly supervised localization -- 3.2 Related work -- 3.2.2 Learning from small data -- 3.2.3 Weakly supervised localization -- 3.3 The cosine loss -- 3.3.1 Objective and notation -- 3.3.2 Comparison with other loss functions -- 3.4 Dense classification andscene understanding -- 4 Hierarchy-based SemanticImage Embeddings
|
| 505 |
8 |
|
|a 4.1 In the need of prior knowledge -- 4.1.1 Semantic image retrieval -- 4.1.2 Explaining classification decisions -- 4.2 Related work -- 4.3 Knowledge in trees: class taxonomies -- 4.3.1 Hierarchy-based semantic similarity -- 4.3.2 Tree-shaped taxonomies -- 4.4 Hierarchy-based semantic embeddings -- 4.4.1 Exact solution -- 4.4.2 Low-dimensional approximation -- 4.5 Learning semantic image embeddings -- 4.6 Subsequent works onsemantic embeddings -- 5 Experiments forCosine Loss and Semantic Embeddings -- 5.1 Datasets -- 5.1.1 Visual classification datasets -- 5.1.2 FGVC datasets
|
| 505 |
8 |
|
|a 5.1.3 ExtremeWeather dataset -- 5.1.4 AG News dataset -- 5.1.5 MS COCO -- 5.2 Training details -- 5.3 Semantic image retrieval -- 5.3.1 Performance metrics -- 5.3.2 Competitors -- 5.3.3 Semantic image retrieval performance -- 5.3.4 Low-dimensional approximation -- 5.4 Learning from small data -- 5.4.1 Classification performance -- 5.4.2 Effect of semantic information -- 5.4.3 Effect of dataset size -- 5.5 Learned feature space -- 5.6 Dense classification -- 5.6.1 Weakly supervised localization -- 5.6.2 Explaining classifier decisions -- 6 Interactive Image Retrieval -- 6.1 Introduction
|
| 590 |
|
|
|a eBooks on EBSCOhost
|b EBSCO eBook Subscription Academic Collection - Worldwide
|
| 650 |
|
0 |
|a Content-based image retrieval.
|
| 650 |
|
6 |
|a Recherche d'images par le contenu.
|
| 650 |
|
7 |
|a Content-based image retrieval
|2 fast
|
| 776 |
0 |
8 |
|i Print version:
|a Barz, Björn
|t Semantic and Interactive Content-based Image Retrieval
|d Göttingen : Cuvillier Verlag,c2020
|z 9783736973466
|
| 856 |
4 |
0 |
|u https://ebsco.uam.elogim.com/login.aspx?direct=true&scope=site&db=nlebk&AN=2719875
|z Texto completo
|
| 938 |
|
|
|a ProQuest Ebook Central
|b EBLB
|n EBL6451149
|
| 938 |
|
|
|a EBSCOhost
|b EBSC
|n 2719875
|
| 938 |
|
|
|a YBP Library Services
|b YANK
|n 301855210
|
| 994 |
|
|
|a 92
|b IZTAP
|
