Matches in SemOpenAlex for { <https://semopenalex.org/work/W4297645138> ?p ?o ?g. }
Showing items 1 to 63 of
63
with 100 items per page.
- W4297645138 abstract "Logo retrieval is a challenging problem since the definition of similarity is more subjective compared to image retrieval tasks and the set of known similarities is very scarce. To tackle this challenge, in this paper, we propose a simple but effective segment-based augmentation strategy to introduce artificially similar logos for training deep networks for logo retrieval. In this novel augmentation strategy, we first find segments in a logo and apply transformations such as rotation, scaling, and color change, on the segments, unlike the conventional image-level augmentation strategies. Moreover, we evaluate whether the recently introduced ranking-based loss function, Smooth-AP, is a better approach for learning similarity for logo retrieval. On the large scale METU Trademark Dataset, we show that (i) our segment-based augmentation strategy improves retrieval performance compared to the baseline model or image-level augmentation strategies, and (ii) Smooth-AP indeed performs better than conventional losses for logo retrieval." @default.
- W4297645138 created "2022-09-30" @default.
- W4297645138 creator A5032424779 @default.
- W4297645138 creator A5085823679 @default.
- W4297645138 date "2022-09-06" @default.
- W4297645138 modified "2023-09-25" @default.
- W4297645138 title "Segment Augmentation and Differentiable Ranking for Logo Retrieval" @default.
- W4297645138 doi "https://doi.org/10.48550/arxiv.2209.02482" @default.
- W4297645138 hasPublicationYear "2022" @default.
- W4297645138 type Work @default.
- W4297645138 citedByCount "0" @default.
- W4297645138 crossrefType "posted-content" @default.
- W4297645138 hasAuthorship W4297645138A5032424779 @default.
- W4297645138 hasAuthorship W4297645138A5085823679 @default.
- W4297645138 hasBestOaLocation W42976451381 @default.
- W4297645138 hasConcept C103278499 @default.
- W4297645138 hasConcept C111919701 @default.
- W4297645138 hasConcept C115961682 @default.
- W4297645138 hasConcept C134306372 @default.
- W4297645138 hasConcept C153180895 @default.
- W4297645138 hasConcept C154945302 @default.
- W4297645138 hasConcept C1667742 @default.
- W4297645138 hasConcept C177264268 @default.
- W4297645138 hasConcept C189430467 @default.
- W4297645138 hasConcept C199360897 @default.
- W4297645138 hasConcept C202615002 @default.
- W4297645138 hasConcept C23123220 @default.
- W4297645138 hasConcept C2778720087 @default.
- W4297645138 hasConcept C2779027411 @default.
- W4297645138 hasConcept C33923547 @default.
- W4297645138 hasConcept C41008148 @default.
- W4297645138 hasConceptScore W4297645138C103278499 @default.
- W4297645138 hasConceptScore W4297645138C111919701 @default.
- W4297645138 hasConceptScore W4297645138C115961682 @default.
- W4297645138 hasConceptScore W4297645138C134306372 @default.
- W4297645138 hasConceptScore W4297645138C153180895 @default.
- W4297645138 hasConceptScore W4297645138C154945302 @default.
- W4297645138 hasConceptScore W4297645138C1667742 @default.
- W4297645138 hasConceptScore W4297645138C177264268 @default.
- W4297645138 hasConceptScore W4297645138C189430467 @default.
- W4297645138 hasConceptScore W4297645138C199360897 @default.
- W4297645138 hasConceptScore W4297645138C202615002 @default.
- W4297645138 hasConceptScore W4297645138C23123220 @default.
- W4297645138 hasConceptScore W4297645138C2778720087 @default.
- W4297645138 hasConceptScore W4297645138C2779027411 @default.
- W4297645138 hasConceptScore W4297645138C33923547 @default.
- W4297645138 hasConceptScore W4297645138C41008148 @default.
- W4297645138 hasLocation W42976451381 @default.
- W4297645138 hasOpenAccess W4297645138 @default.
- W4297645138 hasPrimaryLocation W42976451381 @default.
- W4297645138 hasRelatedWork W1509467138 @default.
- W4297645138 hasRelatedWork W1601713026 @default.
- W4297645138 hasRelatedWork W1927587778 @default.
- W4297645138 hasRelatedWork W1997112421 @default.
- W4297645138 hasRelatedWork W2015538044 @default.
- W4297645138 hasRelatedWork W2027614354 @default.
- W4297645138 hasRelatedWork W2088097596 @default.
- W4297645138 hasRelatedWork W2100185511 @default.
- W4297645138 hasRelatedWork W2297217129 @default.
- W4297645138 hasRelatedWork W2527436269 @default.
- W4297645138 isParatext "false" @default.
- W4297645138 isRetracted "false" @default.
- W4297645138 workType "article" @default.