FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3186453003> ?p ?o ?g. }

• W3186453003 abstract "Generalized zero-shot learning (GZSL) has achieved significant progress, with many efforts dedicated to overcoming the problems of visual-semantic domain gap and seen-unseen bias. However, most existing methods directly use feature extraction models trained on ImageNet alone, ignoring the cross-dataset bias between ImageNet and GZSL benchmarks. Such a bias inevitably results in poor-quality visual features for GZSL tasks, which potentially limits the recognition performance on both seen and unseen classes. In this paper, we propose a simple yet effective GZSL method, termed feature refinement for generalized zero-shot learning (FREE), to tackle the above problem. FREE employs a feature refinement (FR) module that incorporates textit{semantic$rightarrow$visual} mapping into a unified generative model to refine the visual features of seen and unseen class samples. Furthermore, we propose a self-adaptive margin center loss (SAMC-loss) that cooperates with a semantic cycle-consistency loss to guide FR to learn class- and semantically-relevant representations, and concatenate the features in FR to extract the fully refined features. Extensive experiments on five benchmark datasets demonstrate the significant performance gain of FREE over its baseline and current state-of-the-art methods. Our codes are available at https://github.com/shiming-chen/FREE ." @default.
• W3186453003 created "2021-08-02" @default.
• W3186453003 creator A5008826095 @default.
• W3186453003 creator A5028632571 @default.
• W3186453003 creator A5031625880 @default.
• W3186453003 creator A5063285882 @default.
• W3186453003 creator A5069855669 @default.
• W3186453003 creator A5073242437 @default.
• W3186453003 creator A5082634513 @default.
• W3186453003 date "2021-07-29" @default.
• W3186453003 modified "2023-09-24" @default.
• W3186453003 title "FREE: Feature Refinement for Generalized Zero-Shot Learning" @default.
• W3186453003 cites W1852255964 @default.
• W3186453003 cites W1959608418 @default.
• W3186453003 cites W2031342017 @default.
• W3186453003 cites W2070148066 @default.
• W3186453003 cites W2099471712 @default.
• W3186453003 cites W2123024445 @default.
• W3186453003 cites W2128532956 @default.
• W3186453003 cites W2134270519 @default.
• W3186453003 cites W2150295085 @default.
• W3186453003 cites W2161381512 @default.
• W3186453003 cites W2171061940 @default.
• W3186453003 cites W2187089797 @default.
• W3186453003 cites W2194775991 @default.
• W3186453003 cites W2289084343 @default.
• W3186453003 cites W2334493732 @default.
• W3186453003 cites W2398118205 @default.
• W3186453003 cites W2405223529 @default.
• W3186453003 cites W2463762378 @default.
• W3186453003 cites W2520774990 @default.
• W3186453003 cites W2533598788 @default.
• W3186453003 cites W2596142952 @default.
• W3186453003 cites W2601051138 @default.
• W3186453003 cites W27961112 @default.
• W3186453003 cites W2889587173 @default.
• W3186453003 cites W2899867883 @default.
• W3186453003 cites W2912237282 @default.
• W3186453003 cites W2924476266 @default.
• W3186453003 cites W2927084868 @default.
• W3186453003 cites W2945291089 @default.
• W3186453003 cites W2948678175 @default.
• W3186453003 cites W2955087950 @default.
• W3186453003 cites W2962689421 @default.
• W3186453003 cites W2962762077 @default.
• W3186453003 cites W2963283377 @default.
• W3186453003 cites W2963538198 @default.
• W3186453003 cites W2963545832 @default.
• W3186453003 cites W2963784503 @default.
• W3186453003 cites W2963955422 @default.
• W3186453003 cites W2963960318 @default.
• W3186453003 cites W2964121744 @default.
• W3186453003 cites W2965197332 @default.
• W3186453003 cites W2970660048 @default.
• W3186453003 cites W2970854840 @default.
• W3186453003 cites W2979402357 @default.
• W3186453003 cites W2979571231 @default.
• W3186453003 cites W2979728922 @default.
• W3186453003 cites W2982407353 @default.
• W3186453003 cites W2986692991 @default.
• W3186453003 cites W2990947836 @default.
• W3186453003 cites W2995653869 @default.
• W3186453003 cites W3014242421 @default.
• W3186453003 cites W3034359780 @default.
• W3186453003 cites W3034379915 @default.
• W3186453003 cites W3034730995 @default.
• W3186453003 cites W3035297600 @default.
• W3186453003 cites W3089741414 @default.
• W3186453003 cites W3096741441 @default.
• W3186453003 cites W3097309192 @default.
• W3186453003 cites W3109728025 @default.
• W3186453003 cites W3109994846 @default.
• W3186453003 cites W3121510528 @default.
• W3186453003 cites W3141853337 @default.
• W3186453003 cites W841113906 @default.
• W3186453003 cites W14333344 @default.
• W3186453003 doi "https://doi.org/10.48550/arxiv.2107.13807" @default.
• W3186453003 hasPublicationYear "2021" @default.
• W3186453003 type Work @default.
• W3186453003 sameAs 3186453003 @default.
• W3186453003 citedByCount "1" @default.
• W3186453003 countsByYear W31864530032021 @default.
• W3186453003 crossrefType "posted-content" @default.
• W3186453003 hasAuthorship W3186453003A5008826095 @default.
• W3186453003 hasAuthorship W3186453003A5028632571 @default.
• W3186453003 hasAuthorship W3186453003A5031625880 @default.
• W3186453003 hasAuthorship W3186453003A5063285882 @default.
• W3186453003 hasAuthorship W3186453003A5069855669 @default.
• W3186453003 hasAuthorship W3186453003A5073242437 @default.
• W3186453003 hasAuthorship W3186453003A5082634513 @default.
• W3186453003 hasBestOaLocation W31864530031 @default.
• W3186453003 hasConcept C119857082 @default.
• W3186453003 hasConcept C13280743 @default.
• W3186453003 hasConcept C138885662 @default.
• W3186453003 hasConcept C153180895 @default.
• W3186453003 hasConcept C154945302 @default.
• W3186453003 hasConcept C185798385 @default.
• W3186453003 hasConcept C205649164 @default.
• W3186453003 hasConcept C2776401178 @default.
• W3186453003 hasConcept C2776436953 @default.

• next