Matches in SemOpenAlex for { <https://semopenalex.org/work/W3214702644> ?p ?o ?g. }
Showing items 1 to 78 of
78
with 100 items per page.
- W3214702644 abstract "Recognizing fine-grained categories remains a challenging task, due to the subtle distinctions among different subordinate categories, which results in the need of abundant annotated samples. To alleviate the data-hungry problem, we consider the problem of learning novel categories from web data with the support of a clean set of base categories, which is referred to as weak-shot learning. Under this setting, we propose to transfer pairwise semantic similarity from base categories to novel categories, because this similarity is highly transferable and beneficial for learning from web data. Specifically, we firstly train a similarity net on clean data, and then employ two simple yet effective strategies to leverage the transferred similarity to denoise web training data. In addition, we apply adversarial loss on similarity net to enhance the transferability of similarity. Comprehensive experiments on three fine-grained datasets demonstrate that we could dramatically facilitate webly supervised learning by a clean set and similarity transfer is effective under this setting." @default.
- W3214702644 created "2021-11-22" @default.
- W3214702644 creator A5004075655 @default.
- W3214702644 creator A5032618817 @default.
- W3214702644 creator A5036287544 @default.
- W3214702644 creator A5069553088 @default.
- W3214702644 date "2021-12-06" @default.
- W3214702644 modified "2023-10-18" @default.
- W3214702644 title "Weak-shot Fine-grained Classification via Similarity Transfer" @default.
- W3214702644 hasPublicationYear "2021" @default.
- W3214702644 type Work @default.
- W3214702644 sameAs 3214702644 @default.
- W3214702644 citedByCount "0" @default.
- W3214702644 crossrefType "proceedings-article" @default.
- W3214702644 hasAuthorship W3214702644A5004075655 @default.
- W3214702644 hasAuthorship W3214702644A5032618817 @default.
- W3214702644 hasAuthorship W3214702644A5036287544 @default.
- W3214702644 hasAuthorship W3214702644A5069553088 @default.
- W3214702644 hasConcept C103278499 @default.
- W3214702644 hasConcept C115961682 @default.
- W3214702644 hasConcept C119857082 @default.
- W3214702644 hasConcept C130318100 @default.
- W3214702644 hasConcept C140331021 @default.
- W3214702644 hasConcept C150899416 @default.
- W3214702644 hasConcept C153083717 @default.
- W3214702644 hasConcept C154945302 @default.
- W3214702644 hasConcept C177264268 @default.
- W3214702644 hasConcept C184898388 @default.
- W3214702644 hasConcept C199360897 @default.
- W3214702644 hasConcept C2779597229 @default.
- W3214702644 hasConcept C41008148 @default.
- W3214702644 hasConcept C51632099 @default.
- W3214702644 hasConcept C61272859 @default.
- W3214702644 hasConcept C94124525 @default.
- W3214702644 hasConceptScore W3214702644C103278499 @default.
- W3214702644 hasConceptScore W3214702644C115961682 @default.
- W3214702644 hasConceptScore W3214702644C119857082 @default.
- W3214702644 hasConceptScore W3214702644C130318100 @default.
- W3214702644 hasConceptScore W3214702644C140331021 @default.
- W3214702644 hasConceptScore W3214702644C150899416 @default.
- W3214702644 hasConceptScore W3214702644C153083717 @default.
- W3214702644 hasConceptScore W3214702644C154945302 @default.
- W3214702644 hasConceptScore W3214702644C177264268 @default.
- W3214702644 hasConceptScore W3214702644C184898388 @default.
- W3214702644 hasConceptScore W3214702644C199360897 @default.
- W3214702644 hasConceptScore W3214702644C2779597229 @default.
- W3214702644 hasConceptScore W3214702644C41008148 @default.
- W3214702644 hasConceptScore W3214702644C51632099 @default.
- W3214702644 hasConceptScore W3214702644C61272859 @default.
- W3214702644 hasConceptScore W3214702644C94124525 @default.
- W3214702644 hasLocation W32147026441 @default.
- W3214702644 hasOpenAccess W3214702644 @default.
- W3214702644 hasPrimaryLocation W32147026441 @default.
- W3214702644 hasRelatedWork W1867756464 @default.
- W3214702644 hasRelatedWork W1909353682 @default.
- W3214702644 hasRelatedWork W2023186333 @default.
- W3214702644 hasRelatedWork W204638126 @default.
- W3214702644 hasRelatedWork W2098728436 @default.
- W3214702644 hasRelatedWork W2143042756 @default.
- W3214702644 hasRelatedWork W2901579253 @default.
- W3214702644 hasRelatedWork W2931479232 @default.
- W3214702644 hasRelatedWork W2951264051 @default.
- W3214702644 hasRelatedWork W2952258511 @default.
- W3214702644 hasRelatedWork W2953556549 @default.
- W3214702644 hasRelatedWork W2962756504 @default.
- W3214702644 hasRelatedWork W3087236078 @default.
- W3214702644 hasRelatedWork W3129258231 @default.
- W3214702644 hasRelatedWork W3179386160 @default.
- W3214702644 hasRelatedWork W3183201745 @default.
- W3214702644 hasRelatedWork W3204330270 @default.
- W3214702644 hasRelatedWork W3214405796 @default.
- W3214702644 hasRelatedWork W803150853 @default.
- W3214702644 hasRelatedWork W1551722451 @default.
- W3214702644 hasVolume "34" @default.
- W3214702644 isParatext "false" @default.
- W3214702644 isRetracted "false" @default.
- W3214702644 magId "3214702644" @default.
- W3214702644 workType "article" @default.