Matches in SemOpenAlex for { <https://semopenalex.org/work/W4287331381> ?p ?o ?g. }
Showing items 1 to 73 of
73
with 100 items per page.
- W4287331381 abstract "In this paper, we address zero-shot learning (ZSL), the problem of recognizing categories for which no labeled visual data are available during training. We focus on the transductive setting, in which unlabelled visual data from unseen classes is available. State-of-the-art paradigms in ZSL typically exploit generative adversarial networks to synthesize visual features from semantic attributes. We posit that the main limitation of these approaches is to adopt a single model to face two problems: 1) generating realistic visual features, and 2) translating semantic attributes into visual cues. Differently, we propose to decouple such tasks, solving them separately. In particular, we train an unconditional generator to solely capture the complexity of the distribution of visual data and we subsequently pair it with a conditional generator devoted to enrich the prior knowledge of the data distribution with the semantic content of the class embeddings. We present a detailed ablation study to dissect the effect of our proposed decoupling approach, while demonstrating its superiority over the related state-of-the-art." @default.
- W4287331381 created "2022-07-25" @default.
- W4287331381 creator A5007242502 @default.
- W4287331381 creator A5043110801 @default.
- W4287331381 creator A5078498409 @default.
- W4287331381 date "2021-02-05" @default.
- W4287331381 modified "2023-09-24" @default.
- W4287331381 title "Transductive Zero-Shot Learning by Decoupled Feature Generation" @default.
- W4287331381 doi "https://doi.org/10.48550/arxiv.2102.03266" @default.
- W4287331381 hasPublicationYear "2021" @default.
- W4287331381 type Work @default.
- W4287331381 citedByCount "0" @default.
- W4287331381 crossrefType "posted-content" @default.
- W4287331381 hasAuthorship W4287331381A5007242502 @default.
- W4287331381 hasAuthorship W4287331381A5043110801 @default.
- W4287331381 hasAuthorship W4287331381A5078498409 @default.
- W4287331381 hasBestOaLocation W42873313811 @default.
- W4287331381 hasConcept C119857082 @default.
- W4287331381 hasConcept C120665830 @default.
- W4287331381 hasConcept C121332964 @default.
- W4287331381 hasConcept C127413603 @default.
- W4287331381 hasConcept C133731056 @default.
- W4287331381 hasConcept C138885662 @default.
- W4287331381 hasConcept C153180895 @default.
- W4287331381 hasConcept C154945302 @default.
- W4287331381 hasConcept C163258240 @default.
- W4287331381 hasConcept C165696696 @default.
- W4287331381 hasConcept C167966045 @default.
- W4287331381 hasConcept C192209626 @default.
- W4287331381 hasConcept C205606062 @default.
- W4287331381 hasConcept C2776401178 @default.
- W4287331381 hasConcept C2780992000 @default.
- W4287331381 hasConcept C38652104 @default.
- W4287331381 hasConcept C39890363 @default.
- W4287331381 hasConcept C41008148 @default.
- W4287331381 hasConcept C41895202 @default.
- W4287331381 hasConcept C62520636 @default.
- W4287331381 hasConceptScore W4287331381C119857082 @default.
- W4287331381 hasConceptScore W4287331381C120665830 @default.
- W4287331381 hasConceptScore W4287331381C121332964 @default.
- W4287331381 hasConceptScore W4287331381C127413603 @default.
- W4287331381 hasConceptScore W4287331381C133731056 @default.
- W4287331381 hasConceptScore W4287331381C138885662 @default.
- W4287331381 hasConceptScore W4287331381C153180895 @default.
- W4287331381 hasConceptScore W4287331381C154945302 @default.
- W4287331381 hasConceptScore W4287331381C163258240 @default.
- W4287331381 hasConceptScore W4287331381C165696696 @default.
- W4287331381 hasConceptScore W4287331381C167966045 @default.
- W4287331381 hasConceptScore W4287331381C192209626 @default.
- W4287331381 hasConceptScore W4287331381C205606062 @default.
- W4287331381 hasConceptScore W4287331381C2776401178 @default.
- W4287331381 hasConceptScore W4287331381C2780992000 @default.
- W4287331381 hasConceptScore W4287331381C38652104 @default.
- W4287331381 hasConceptScore W4287331381C39890363 @default.
- W4287331381 hasConceptScore W4287331381C41008148 @default.
- W4287331381 hasConceptScore W4287331381C41895202 @default.
- W4287331381 hasConceptScore W4287331381C62520636 @default.
- W4287331381 hasLocation W42873313811 @default.
- W4287331381 hasOpenAccess W4287331381 @default.
- W4287331381 hasPrimaryLocation W42873313811 @default.
- W4287331381 hasRelatedWork W1972370106 @default.
- W4287331381 hasRelatedWork W2015538044 @default.
- W4287331381 hasRelatedWork W2052253960 @default.
- W4287331381 hasRelatedWork W2382607599 @default.
- W4287331381 hasRelatedWork W2970216048 @default.
- W4287331381 hasRelatedWork W2971453360 @default.
- W4287331381 hasRelatedWork W2997305434 @default.
- W4287331381 hasRelatedWork W3146490099 @default.
- W4287331381 hasRelatedWork W3204170321 @default.
- W4287331381 hasRelatedWork W2480412556 @default.
- W4287331381 isParatext "false" @default.
- W4287331381 isRetracted "false" @default.
- W4287331381 workType "article" @default.