Matches in SemOpenAlex for { <https://semopenalex.org/work/W2929483642> ?p ?o ?g. }
- W2929483642 abstract "We introduce the first work to tackle the image retrieval problem as a continuous operation. While the proposed approaches in the literature can be roughly categorized into two main groups: category- and instance-based retrieval, in this work we show that the retrieval task is much richer and more complex. Image similarity goes beyond this discrete vantage point and spans a continuous spectrum among the classical operating points of category and instance similarity. However, current retrieval models are static and incapable of exploring this rich structure of the retrieval space since they are trained and evaluated with a single operating point as a target objective. Hence, we introduce a novel retrieval model that for a given query is capable of producing a dynamic embedding that can target an arbitrary point along the continuous retrieval spectrum. Our model disentangles the visual signal of a query image into its basic components of categorical and attribute information. Furthermore, using a continuous control parameter our model learns to reconstruct a dynamic embedding of the query by mixing these components with different proportions to target a specific point along the retrieval simplex. We demonstrate our idea in a comprehensive evaluation of the proposed model and highlight the advantages of our approach against a set of well-established discrete retrieval models." @default.
- W2929483642 created "2019-04-11" @default.
- W2929483642 creator A5053011888 @default.
- W2929483642 creator A5065121504 @default.
- W2929483642 creator A5073074308 @default.
- W2929483642 date "2018-12-01" @default.
- W2929483642 modified "2023-09-27" @default.
- W2929483642 title "Traversing the Continuous Spectrum of Image Retrieval with Deep Dynamic Models" @default.
- W2929483642 cites W1524680991 @default.
- W2929483642 cites W1679894842 @default.
- W2929483642 cites W1920702274 @default.
- W2929483642 cites W1925596459 @default.
- W2929483642 cites W1974647172 @default.
- W2929483642 cites W1975517671 @default.
- W2929483642 cites W2012592962 @default.
- W2929483642 cites W2029163572 @default.
- W2929483642 cites W204268067 @default.
- W2929483642 cites W2062118960 @default.
- W2929483642 cites W2070753207 @default.
- W2929483642 cites W2071027807 @default.
- W2929483642 cites W2085660690 @default.
- W2929483642 cites W2086649520 @default.
- W2929483642 cites W2088866137 @default.
- W2929483642 cites W2093848332 @default.
- W2929483642 cites W2112796928 @default.
- W2929483642 cites W2123024445 @default.
- W2929483642 cites W2124805727 @default.
- W2929483642 cites W2128017662 @default.
- W2929483642 cites W2131846894 @default.
- W2929483642 cites W2138621090 @default.
- W2929483642 cites W2141362318 @default.
- W2929483642 cites W2170881581 @default.
- W2929483642 cites W2204975001 @default.
- W2929483642 cites W2210322478 @default.
- W2929483642 cites W2212363941 @default.
- W2929483642 cites W2255577267 @default.
- W2929483642 cites W2340690086 @default.
- W2929483642 cites W2409591106 @default.
- W2929483642 cites W2504108613 @default.
- W2929483642 cites W2744926832 @default.
- W2929483642 cites W2750998636 @default.
- W2929483642 cites W2755005384 @default.
- W2929483642 cites W2768661419 @default.
- W2929483642 cites W2798834175 @default.
- W2929483642 cites W2798951647 @default.
- W2929483642 cites W2889119508 @default.
- W2929483642 cites W2951008357 @default.
- W2929483642 cites W2963026686 @default.
- W2929483642 cites W2963125676 @default.
- W2929483642 cites W2963129433 @default.
- W2929483642 cites W2963166708 @default.
- W2929483642 cites W2963187862 @default.
- W2929483642 cites W2963258075 @default.
- W2929483642 cites W2963579811 @default.
- W2929483642 cites W2963775347 @default.
- W2929483642 cites W2963890755 @default.
- W2929483642 cites W2964091467 @default.
- W2929483642 cites W2964121744 @default.
- W2929483642 cites W2964157791 @default.
- W2929483642 cites W580074167 @default.
- W2929483642 cites W93016980 @default.
- W2929483642 cites W2584341106 @default.
- W2929483642 cites W2964004697 @default.
- W2929483642 hasPublicationYear "2018" @default.
- W2929483642 type Work @default.
- W2929483642 sameAs 2929483642 @default.
- W2929483642 citedByCount "0" @default.
- W2929483642 crossrefType "posted-content" @default.
- W2929483642 hasAuthorship W2929483642A5053011888 @default.
- W2929483642 hasAuthorship W2929483642A5065121504 @default.
- W2929483642 hasAuthorship W2929483642A5073074308 @default.
- W2929483642 hasConcept C103278499 @default.
- W2929483642 hasConcept C115961682 @default.
- W2929483642 hasConcept C119857082 @default.
- W2929483642 hasConcept C124101348 @default.
- W2929483642 hasConcept C153180895 @default.
- W2929483642 hasConcept C154945302 @default.
- W2929483642 hasConcept C1667742 @default.
- W2929483642 hasConcept C189391414 @default.
- W2929483642 hasConcept C23123220 @default.
- W2929483642 hasConcept C2524010 @default.
- W2929483642 hasConcept C28719098 @default.
- W2929483642 hasConcept C33923547 @default.
- W2929483642 hasConcept C41008148 @default.
- W2929483642 hasConcept C41608201 @default.
- W2929483642 hasConcept C5274069 @default.
- W2929483642 hasConceptScore W2929483642C103278499 @default.
- W2929483642 hasConceptScore W2929483642C115961682 @default.
- W2929483642 hasConceptScore W2929483642C119857082 @default.
- W2929483642 hasConceptScore W2929483642C124101348 @default.
- W2929483642 hasConceptScore W2929483642C153180895 @default.
- W2929483642 hasConceptScore W2929483642C154945302 @default.
- W2929483642 hasConceptScore W2929483642C1667742 @default.
- W2929483642 hasConceptScore W2929483642C189391414 @default.
- W2929483642 hasConceptScore W2929483642C23123220 @default.
- W2929483642 hasConceptScore W2929483642C2524010 @default.
- W2929483642 hasConceptScore W2929483642C28719098 @default.
- W2929483642 hasConceptScore W2929483642C33923547 @default.
- W2929483642 hasConceptScore W2929483642C41008148 @default.
- W2929483642 hasConceptScore W2929483642C41608201 @default.