MARC details
| 000 -LEADER |
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| fixed length control field |
06036naaaa2201453uu 4500 |
| 001 - CONTROL NUMBER |
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| control field |
https://directory.doabooks.org/handle/20.500.12854/76425 |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
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| control field |
20220714163731.0 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| International Standard Book Number |
books978-3-0365-0987-7 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| International Standard Book Number |
9783036509860 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| International Standard Book Number |
9783036509877 |
| 024 7# - OTHER STANDARD IDENTIFIER |
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| Standard number or code |
10.3390/books978-3-0365-0987-7 |
| Terms of availability |
doi |
| 041 0# - LANGUAGE CODE |
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| Language code of text/sound track or separate title |
English |
| 042 ## - AUTHENTICATION CODE |
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| Authentication code |
dc |
| 072 #7 - SUBJECT CATEGORY CODE |
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| Subject category code |
GP |
| Source |
bicssc |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
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| Personal name |
Bazi, Yakoub |
| Relator code |
edt |
| 9 (RLIN) |
1577543 |
| 245 10 - TITLE STATEMENT |
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| Title |
Advanced Deep Learning Strategies for the Analysis of Remote Sensing Images |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
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| Place of publication, distribution, etc |
Basel, Switzerland |
| Name of publisher, distributor, etc |
MDPI - Multidisciplinary Digital Publishing Institute |
| Date of publication, distribution, etc |
2021 |
| 300 ## - PHYSICAL DESCRIPTION |
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| Extent |
1 electronic resource (438 p.) |
| 506 0# - RESTRICTIONS ON ACCESS NOTE |
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| Terms governing access |
Open Access |
| Source of term |
star |
| Standardized terminology for access restriction |
Unrestricted online access |
| 520 ## - SUMMARY, ETC. |
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| Summary, etc |
The rapid growth of the world population has resulted in an exponential expansion of both urban and agricultural areas. Identifying and managing such earthly changes in an automatic way poses a worth-addressing challenge, in which remote sensing technology can have a fundamental role to answer-at least partially-such demands. The recent advent of cutting-edge processing facilities has fostered the adoption of deep learning architectures owing to their generalization capabilities. In this respect, it seems evident that the pace of deep learning in the remote sensing domain remains somewhat lagging behind that of its computer vision counterpart. This is due to the scarce availability of ground truth information in comparison with other computer vision domains. In this book, we aim at advancing the state of the art in linking deep learning methodologies with remote sensing image processing by collecting 20 contributions from different worldwide scientists and laboratories. The book presents a wide range of methodological advancements in the deep learning field that come with different applications in the remote sensing landscape such as wildfire and postdisaster damage detection, urban forest mapping, vine disease and pavement marking detection, desert road mapping, road and building outline extraction, vehicle and vessel detection, water identification, and text-to-image matching. |
| 540 ## - TERMS GOVERNING USE AND REPRODUCTION NOTE |
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| Terms governing use and reproduction |
Creative Commons |
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https://creativecommons.org/licenses/by/4.0/ |
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cc |
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https://creativecommons.org/licenses/by/4.0/ |
| 546 ## - LANGUAGE NOTE |
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| Language note |
English |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name as entry element |
Research & information: general |
| Source of heading or term |
bicssc |
| 9 (RLIN) |
928234 |
| 653 ## - INDEX TERM--UNCONTROLLED |
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| Uncontrolled term |
synthetic aperture radar |
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despeckling |
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multi-scale |
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LSTM |
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| Uncontrolled term |
sub-pixel |
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| Uncontrolled term |
high-resolution remote sensing imagery |
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| Uncontrolled term |
road extraction |
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machine learning |
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DenseUNet |
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scene classification |
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lifting scheme |
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convolution |
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CNN |
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image classification |
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deep features |
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hand-crafted features |
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Sinkhorn loss |
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remote sensing |
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text image matching |
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triplet networks |
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EfficientNets |
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LSTM network |
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convolutional neural network |
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water identification |
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water index |
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semantic segmentation |
| 653 ## - INDEX TERM--UNCONTROLLED |
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| Uncontrolled term |
high-resolution remote sensing image |
| 653 ## - INDEX TERM--UNCONTROLLED |
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| Uncontrolled term |
pixel-wise classification |
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result correction |
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conditional random field (CRF) |
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satellite |
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object detection |
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neural networks |
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single-shot |
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deep learning |
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global convolution network |
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feature fusion |
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depthwise atrous convolution |
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high-resolution representations |
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ISPRS vaihingen |
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Landsat-8 |
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faster region-based convolutional neural network (FRCNN) |
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single-shot multibox detector (SSD) |
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super-resolution |
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| Uncontrolled term |
remote sensing imagery |
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edge enhancement |
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satellites |
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open-set domain adaptation |
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adversarial learning |
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min-max entropy |
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pareto ranking |
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SAR |
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Sentinel-1 |
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Open Street Map |
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U-Net |
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| Uncontrolled term |
desert |
| 653 ## - INDEX TERM--UNCONTROLLED |
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| Uncontrolled term |
road |
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| Uncontrolled term |
infrastructure |
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| Uncontrolled term |
mapping |
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| Uncontrolled term |
monitoring |
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| Uncontrolled term |
deep convolutional networks |
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| Uncontrolled term |
outline extraction |
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| Uncontrolled term |
misalignments |
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| Uncontrolled term |
nearest feature selector |
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| Uncontrolled term |
hyperspectral image classification |
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| Uncontrolled term |
two stream residual network |
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| Uncontrolled term |
Batch Normalization |
| 653 ## - INDEX TERM--UNCONTROLLED |
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| Uncontrolled term |
plant disease detection |
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| Uncontrolled term |
precision agriculture |
| 653 ## - INDEX TERM--UNCONTROLLED |
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| Uncontrolled term |
UAV multispectral images |
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| Uncontrolled term |
orthophotos registration |
| 653 ## - INDEX TERM--UNCONTROLLED |
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| Uncontrolled term |
3D information |
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| Uncontrolled term |
orthophotos segmentation |
| 653 ## - INDEX TERM--UNCONTROLLED |
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| Uncontrolled term |
wildfire detection |
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| Uncontrolled term |
convolutional neural networks |
| 653 ## - INDEX TERM--UNCONTROLLED |
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| Uncontrolled term |
densenet |
| 653 ## - INDEX TERM--UNCONTROLLED |
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| Uncontrolled term |
generative adversarial networks |
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| Uncontrolled term |
CycleGAN |
| 653 ## - INDEX TERM--UNCONTROLLED |
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| Uncontrolled term |
data augmentation |
| 653 ## - INDEX TERM--UNCONTROLLED |
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| Uncontrolled term |
pavement markings |
| 653 ## - INDEX TERM--UNCONTROLLED |
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| Uncontrolled term |
visibility |
| 653 ## - INDEX TERM--UNCONTROLLED |
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| Uncontrolled term |
framework |
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| Uncontrolled term |
urban forests |
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| Uncontrolled term |
OUDN algorithm |
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| Uncontrolled term |
object-based |
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| Uncontrolled term |
high spatial resolution remote sensing |
| 653 ## - INDEX TERM--UNCONTROLLED |
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| Uncontrolled term |
Generative Adversarial Networks |
| 653 ## - INDEX TERM--UNCONTROLLED |
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| Uncontrolled term |
post-disaster |
| 653 ## - INDEX TERM--UNCONTROLLED |
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| Uncontrolled term |
building damage assessment |
| 653 ## - INDEX TERM--UNCONTROLLED |
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| Uncontrolled term |
anomaly detection |
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| Uncontrolled term |
Unmanned Aerial Vehicles (UAV) |
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| Uncontrolled term |
xBD |
| 653 ## - INDEX TERM--UNCONTROLLED |
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| Uncontrolled term |
feature engineering |
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| Uncontrolled term |
orthophoto |
| 653 ## - INDEX TERM--UNCONTROLLED |
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| Uncontrolled term |
unsupervised segmentation |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
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| Personal name |
Pasolli, Edoardo |
| Relator code |
edt |
| 9 (RLIN) |
1577544 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Bazi, Yakoub |
| Relator code |
oth |
| 9 (RLIN) |
1577543 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Pasolli, Edoardo |
| Relator code |
oth |
| 9 (RLIN) |
1577544 |
| 856 40 - ELECTRONIC LOCATION AND ACCESS |
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| Host name |
www.oapen.org |
| Uniform Resource Identifier |
<a href="https://mdpi.com/books/pdfview/book/3860">https://mdpi.com/books/pdfview/book/3860</a> |
| -- |
0 |
| Public note |
DOAB: download the publication |
| 856 40 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Host name |
www.oapen.org |
| Uniform Resource Identifier |
<a href="https://directory.doabooks.org/handle/20.500.12854/76425">https://directory.doabooks.org/handle/20.500.12854/76425</a> |
| -- |
0 |
| Public note |
DOAB: description of the publication |
