Matches in SemOpenAlex for { <https://semopenalex.org/work/W4380993787> ?p ?o ?g. }
Showing items 1 to 79 of
79
with 100 items per page.
- W4380993787 abstract "Text-to-image diffusion models show great potential in synthesizing a large variety of concepts in new compositions and scenarios. However, their latent seed space is still not well understood and has been shown to have an impact in generating new and rare concepts. Specifically, simple operations like interpolation and centroid finding work poorly with the standard Euclidean and spherical metrics in the latent space. This paper makes the observation that current training procedures make diffusion models biased toward inputs with a narrow range of norm values. This has strong implications for methods that rely on seed manipulation for image generation that can be further applied to few-shot and long-tail learning tasks. To address this issue, we propose a novel method for interpolating between two seeds and demonstrate that it defines a new non-Euclidean metric that takes into account a norm-based prior on seeds. We describe a simple yet efficient algorithm for approximating this metric and use it to further define centroids in the latent seed space. We show that our new interpolation and centroid evaluation techniques significantly enhance the generation of rare concept images. This further leads to state-of-the-art performance on few-shot and long-tail benchmarks, improving prior approach in terms of generation speed, image quality, and semantic content." @default.
- W4380993787 created "2023-06-17" @default.
- W4380993787 creator A5000712908 @default.
- W4380993787 creator A5029218807 @default.
- W4380993787 creator A5045719865 @default.
- W4380993787 creator A5050312737 @default.
- W4380993787 creator A5062970130 @default.
- W4380993787 date "2023-06-14" @default.
- W4380993787 modified "2023-09-26" @default.
- W4380993787 title "Norm-guided latent space exploration for text-to-image generation" @default.
- W4380993787 doi "https://doi.org/10.48550/arxiv.2306.08687" @default.
- W4380993787 hasPublicationYear "2023" @default.
- W4380993787 type Work @default.
- W4380993787 citedByCount "0" @default.
- W4380993787 crossrefType "posted-content" @default.
- W4380993787 hasAuthorship W4380993787A5000712908 @default.
- W4380993787 hasAuthorship W4380993787A5029218807 @default.
- W4380993787 hasAuthorship W4380993787A5045719865 @default.
- W4380993787 hasAuthorship W4380993787A5050312737 @default.
- W4380993787 hasAuthorship W4380993787A5062970130 @default.
- W4380993787 hasBestOaLocation W43809937871 @default.
- W4380993787 hasConcept C11413529 @default.
- W4380993787 hasConcept C115961682 @default.
- W4380993787 hasConcept C119857082 @default.
- W4380993787 hasConcept C120174047 @default.
- W4380993787 hasConcept C129782007 @default.
- W4380993787 hasConcept C137800194 @default.
- W4380993787 hasConcept C146599234 @default.
- W4380993787 hasConcept C154945302 @default.
- W4380993787 hasConcept C162324750 @default.
- W4380993787 hasConcept C176217482 @default.
- W4380993787 hasConcept C17744445 @default.
- W4380993787 hasConcept C186450821 @default.
- W4380993787 hasConcept C191795146 @default.
- W4380993787 hasConcept C199539241 @default.
- W4380993787 hasConcept C202444582 @default.
- W4380993787 hasConcept C205372313 @default.
- W4380993787 hasConcept C21547014 @default.
- W4380993787 hasConcept C2524010 @default.
- W4380993787 hasConcept C33923547 @default.
- W4380993787 hasConcept C41008148 @default.
- W4380993787 hasConcept C55020928 @default.
- W4380993787 hasConceptScore W4380993787C11413529 @default.
- W4380993787 hasConceptScore W4380993787C115961682 @default.
- W4380993787 hasConceptScore W4380993787C119857082 @default.
- W4380993787 hasConceptScore W4380993787C120174047 @default.
- W4380993787 hasConceptScore W4380993787C129782007 @default.
- W4380993787 hasConceptScore W4380993787C137800194 @default.
- W4380993787 hasConceptScore W4380993787C146599234 @default.
- W4380993787 hasConceptScore W4380993787C154945302 @default.
- W4380993787 hasConceptScore W4380993787C162324750 @default.
- W4380993787 hasConceptScore W4380993787C176217482 @default.
- W4380993787 hasConceptScore W4380993787C17744445 @default.
- W4380993787 hasConceptScore W4380993787C186450821 @default.
- W4380993787 hasConceptScore W4380993787C191795146 @default.
- W4380993787 hasConceptScore W4380993787C199539241 @default.
- W4380993787 hasConceptScore W4380993787C202444582 @default.
- W4380993787 hasConceptScore W4380993787C205372313 @default.
- W4380993787 hasConceptScore W4380993787C21547014 @default.
- W4380993787 hasConceptScore W4380993787C2524010 @default.
- W4380993787 hasConceptScore W4380993787C33923547 @default.
- W4380993787 hasConceptScore W4380993787C41008148 @default.
- W4380993787 hasConceptScore W4380993787C55020928 @default.
- W4380993787 hasLocation W43809937871 @default.
- W4380993787 hasOpenAccess W4380993787 @default.
- W4380993787 hasPrimaryLocation W43809937871 @default.
- W4380993787 hasRelatedWork W1560148280 @default.
- W4380993787 hasRelatedWork W2027773902 @default.
- W4380993787 hasRelatedWork W2073666000 @default.
- W4380993787 hasRelatedWork W2138893893 @default.
- W4380993787 hasRelatedWork W2164954524 @default.
- W4380993787 hasRelatedWork W2783654391 @default.
- W4380993787 hasRelatedWork W2883513397 @default.
- W4380993787 hasRelatedWork W3154515845 @default.
- W4380993787 hasRelatedWork W4231537015 @default.
- W4380993787 hasRelatedWork W2004336531 @default.
- W4380993787 isParatext "false" @default.
- W4380993787 isRetracted "false" @default.
- W4380993787 workType "article" @default.