Matches in SemOpenAlex for { <https://semopenalex.org/work/W4293518006> ?p ?o ?g. }
Showing items 1 to 72 of
72
with 100 items per page.
- W4293518006 abstract "The existing Generative Adversarial Network-based text-to-image generation methods suffer from mode collapse and training instability. This paper relieves these problems by improving the discriminator ability from three aspects. First, we propose a diversity-sensitive conditional discriminator (D-SCD), which increases the diversity of the generated images by judging the combination of the generated image and mismatched text as false. Second, for the unconditional discriminator, we propose a contrastive searching gradient penalty (CSGP) strategy to measure the realism of the generated images and to penalize the gradients for stabilizing the training process. Finally, we introduce a multi-level images similarity (MLIS) loss for the discriminator feature extractor to further promote the high-level feature similarity between the real and generated images and objects. Extensive experimental results and ablation studies demonstrate that our modifications on the discriminators can effectively improve the quality of the generated images." @default.
- W4293518006 created "2022-08-30" @default.
- W4293518006 creator A5029075394 @default.
- W4293518006 creator A5040682575 @default.
- W4293518006 creator A5061127138 @default.
- W4293518006 creator A5082844948 @default.
- W4293518006 date "2022-07-18" @default.
- W4293518006 modified "2023-10-16" @default.
- W4293518006 title "Discriminator Modification in GAN for Text-to-Image Generation" @default.
- W4293518006 cites W2963163163 @default.
- W4293518006 cites W2963413689 @default.
- W4293518006 cites W2963966654 @default.
- W4293518006 cites W2965289598 @default.
- W4293518006 cites W2966792645 @default.
- W4293518006 cites W3035152990 @default.
- W4293518006 cites W3035187956 @default.
- W4293518006 cites W3134812768 @default.
- W4293518006 cites W3174525637 @default.
- W4293518006 cites W3205071568 @default.
- W4293518006 doi "https://doi.org/10.1109/icme52920.2022.9859825" @default.
- W4293518006 hasPublicationYear "2022" @default.
- W4293518006 type Work @default.
- W4293518006 citedByCount "1" @default.
- W4293518006 countsByYear W42935180062023 @default.
- W4293518006 crossrefType "proceedings-article" @default.
- W4293518006 hasAuthorship W4293518006A5029075394 @default.
- W4293518006 hasAuthorship W4293518006A5040682575 @default.
- W4293518006 hasAuthorship W4293518006A5061127138 @default.
- W4293518006 hasAuthorship W4293518006A5082844948 @default.
- W4293518006 hasConcept C103278499 @default.
- W4293518006 hasConcept C111919701 @default.
- W4293518006 hasConcept C115961682 @default.
- W4293518006 hasConcept C138885662 @default.
- W4293518006 hasConcept C153180895 @default.
- W4293518006 hasConcept C154945302 @default.
- W4293518006 hasConcept C2776401178 @default.
- W4293518006 hasConcept C2779803651 @default.
- W4293518006 hasConcept C41008148 @default.
- W4293518006 hasConcept C41895202 @default.
- W4293518006 hasConcept C76155785 @default.
- W4293518006 hasConcept C94915269 @default.
- W4293518006 hasConcept C98045186 @default.
- W4293518006 hasConceptScore W4293518006C103278499 @default.
- W4293518006 hasConceptScore W4293518006C111919701 @default.
- W4293518006 hasConceptScore W4293518006C115961682 @default.
- W4293518006 hasConceptScore W4293518006C138885662 @default.
- W4293518006 hasConceptScore W4293518006C153180895 @default.
- W4293518006 hasConceptScore W4293518006C154945302 @default.
- W4293518006 hasConceptScore W4293518006C2776401178 @default.
- W4293518006 hasConceptScore W4293518006C2779803651 @default.
- W4293518006 hasConceptScore W4293518006C41008148 @default.
- W4293518006 hasConceptScore W4293518006C41895202 @default.
- W4293518006 hasConceptScore W4293518006C76155785 @default.
- W4293518006 hasConceptScore W4293518006C94915269 @default.
- W4293518006 hasConceptScore W4293518006C98045186 @default.
- W4293518006 hasFunder F4320321001 @default.
- W4293518006 hasLocation W42935180061 @default.
- W4293518006 hasOpenAccess W4293518006 @default.
- W4293518006 hasPrimaryLocation W42935180061 @default.
- W4293518006 hasRelatedWork W1497005071 @default.
- W4293518006 hasRelatedWork W2061997307 @default.
- W4293518006 hasRelatedWork W2374959876 @default.
- W4293518006 hasRelatedWork W2382607599 @default.
- W4293518006 hasRelatedWork W2546942002 @default.
- W4293518006 hasRelatedWork W2970216048 @default.
- W4293518006 hasRelatedWork W2978289231 @default.
- W4293518006 hasRelatedWork W3194684016 @default.
- W4293518006 hasRelatedWork W3198669681 @default.
- W4293518006 hasRelatedWork W4205201592 @default.
- W4293518006 isParatext "false" @default.
- W4293518006 isRetracted "false" @default.
- W4293518006 workType "article" @default.