FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2951525459> ?p ?o ?g. }

• W2951525459 abstract "Image instance retrieval is the problem of retrieving images from a database which contain the same object. Convolutional Neural Network (CNN) based descriptors are becoming the dominant approach for generating {it global image descriptors} for the instance retrieval problem. One major drawback of CNN-based {it global descriptors} is that uncompressed deep neural network models require hundreds of megabytes of storage making them inconvenient to deploy in mobile applications or in custom hardware. In this work, we study the problem of neural network model compression focusing on the image instance retrieval task. We study quantization, coding, pruning and weight sharing techniques for reducing model size for the instance retrieval problem. We provide extensive experimental results on the trade-off between retrieval performance and model size for different types of networks on several data sets providing the most comprehensive study on this topic. We compress models to the order of a few MBs: two orders of magnitude smaller than the uncompressed models while achieving negligible loss in retrieval performance." @default.
• W2951525459 created "2019-06-27" @default.
• W2951525459 creator A5001833084 @default.
• W2951525459 creator A5024879728 @default.
• W2951525459 creator A5030005076 @default.
• W2951525459 creator A5047114262 @default.
• W2951525459 creator A5063744845 @default.
• W2951525459 creator A5064873292 @default.
• W2951525459 creator A5089682862 @default.
• W2951525459 date "2017-01-18" @default.
• W2951525459 modified "2023-09-23" @default.
• W2951525459 title "Compression of Deep Neural Networks for Image Instance Retrieval" @default.
• W2951525459 cites W1650052828 @default.
• W2951525459 cites W1686810756 @default.
• W2951525459 cites W1724438581 @default.
• W2951525459 cites W1783842908 @default.
• W2951525459 cites W1920702274 @default.
• W2951525459 cites W204268067 @default.
• W2951525459 cites W2062118960 @default.
• W2951525459 cites W2102605133 @default.
• W2951525459 cites W2164022341 @default.
• W2951525459 cites W2186356322 @default.
• W2951525459 cites W2204975001 @default.
• W2951525459 cites W2235634809 @default.
• W2951525459 cites W2279098554 @default.
• W2951525459 cites W2337199865 @default.
• W2951525459 cites W2949397659 @default.
• W2951525459 cites W2949650786 @default.
• W2951525459 cites W2952186574 @default.
• W2951525459 cites W2963166708 @default.
• W2951525459 cites W2963674932 @default.
• W2951525459 cites W2964299589 @default.
• W2951525459 hasPublicationYear "2017" @default.
• W2951525459 type Work @default.
• W2951525459 sameAs 2951525459 @default.
• W2951525459 citedByCount "3" @default.
• W2951525459 countsByYear W29515254592018 @default.
• W2951525459 countsByYear W29515254592019 @default.
• W2951525459 countsByYear W29515254592020 @default.
• W2951525459 crossrefType "posted-content" @default.
• W2951525459 hasAuthorship W2951525459A5001833084 @default.
• W2951525459 hasAuthorship W2951525459A5024879728 @default.
• W2951525459 hasAuthorship W2951525459A5030005076 @default.
• W2951525459 hasAuthorship W2951525459A5047114262 @default.
• W2951525459 hasAuthorship W2951525459A5063744845 @default.
• W2951525459 hasAuthorship W2951525459A5064873292 @default.
• W2951525459 hasAuthorship W2951525459A5089682862 @default.
• W2951525459 hasConcept C108010975 @default.
• W2951525459 hasConcept C108583219 @default.
• W2951525459 hasConcept C115961682 @default.
• W2951525459 hasConcept C124101348 @default.
• W2951525459 hasConcept C13481523 @default.
• W2951525459 hasConcept C153180895 @default.
• W2951525459 hasConcept C154945302 @default.
• W2951525459 hasConcept C162478608 @default.
• W2951525459 hasConcept C1667742 @default.
• W2951525459 hasConcept C202474056 @default.
• W2951525459 hasConcept C2781238097 @default.
• W2951525459 hasConcept C28855332 @default.
• W2951525459 hasConcept C2984842247 @default.
• W2951525459 hasConcept C31972630 @default.
• W2951525459 hasConcept C41008148 @default.
• W2951525459 hasConcept C50644808 @default.
• W2951525459 hasConcept C6557445 @default.
• W2951525459 hasConcept C81363708 @default.
• W2951525459 hasConcept C86803240 @default.
• W2951525459 hasConcept C9417928 @default.
• W2951525459 hasConceptScore W2951525459C108010975 @default.
• W2951525459 hasConceptScore W2951525459C108583219 @default.
• W2951525459 hasConceptScore W2951525459C115961682 @default.
• W2951525459 hasConceptScore W2951525459C124101348 @default.
• W2951525459 hasConceptScore W2951525459C13481523 @default.
• W2951525459 hasConceptScore W2951525459C153180895 @default.
• W2951525459 hasConceptScore W2951525459C154945302 @default.
• W2951525459 hasConceptScore W2951525459C162478608 @default.
• W2951525459 hasConceptScore W2951525459C1667742 @default.
• W2951525459 hasConceptScore W2951525459C202474056 @default.
• W2951525459 hasConceptScore W2951525459C2781238097 @default.
• W2951525459 hasConceptScore W2951525459C28855332 @default.
• W2951525459 hasConceptScore W2951525459C2984842247 @default.
• W2951525459 hasConceptScore W2951525459C31972630 @default.
• W2951525459 hasConceptScore W2951525459C41008148 @default.
• W2951525459 hasConceptScore W2951525459C50644808 @default.
• W2951525459 hasConceptScore W2951525459C6557445 @default.
• W2951525459 hasConceptScore W2951525459C81363708 @default.
• W2951525459 hasConceptScore W2951525459C86803240 @default.
• W2951525459 hasConceptScore W2951525459C9417928 @default.
• W2951525459 hasLocation W29515254591 @default.
• W2951525459 hasOpenAccess W2951525459 @default.
• W2951525459 hasPrimaryLocation W29515254591 @default.
• W2951525459 hasRelatedWork W125966073 @default.
• W2951525459 hasRelatedWork W2396520824 @default.
• W2951525459 hasRelatedWork W2558208229 @default.
• W2951525459 hasRelatedWork W2592750780 @default.
• W2951525459 hasRelatedWork W2896695957 @default.
• W2951525459 hasRelatedWork W2943956563 @default.
• W2951525459 hasRelatedWork W2962941391 @default.
• W2951525459 hasRelatedWork W2963589395 @default.
• W2951525459 hasRelatedWork W2966380432 @default.
• W2951525459 hasRelatedWork W2990300138 @default.

• next