This web page was created programmatically, to learn the article in its authentic location you'll be able to go to the hyperlink bellow: https://www.nature.com/articles/s41598-026-58912-1and if you wish to take away this text from our website please contact us [ad_1] To additional enhance the controllability and creative expressiveness of images era in new media artwork creation, this examine proposes a multi-level conditional management era framework primarily based on diffusion fashions. The framework constructs three-level conditional fusion strategies of semantics, structure and elegance. It integrates Contrastive Language-Image Pre-training (CLIP) textual content steering, spatial construction function mapping and elegance loss optimization into the Latent Diffusion Model (LDM). Meanwhile, this examine introduces self-attention mechanism and consistency loss to boost the spatial coherence of generated pictures. Experimental outcomes present that the Fréchet Inception Distance (FID) worth of the patterns generated by the mannequin is 15.3, the Inception Score (IS) worth is 28.7, and the CLIP Score is 0.312, that are higher than these of baseline fashions similar to Stable Diffusion 1.5. The outcomes of ablation experiments present that the structure management and elegance management modules play a key function within the era high quality of the mannequin. After eradicating the structure management, the FID worth of the mannequin will increase to 17.2. After eradicating the type management, the visible realism of the generated patterns decreases. The above outcomes point out that the proposed framework can generate images works with each excessive visible high quality and excessive creative matching diploma. This gives a brand new technical path for brand spanking new media artwork creation, and in addition promotes the event of era fashions in semantic understanding and narrative expression. [ad_2] This web page was created programmatically, to learn the article in its authentic location you'll be able to go to the hyperlink bellow: https://www.nature.com/articles/s41598-026-58912-1and if you wish to take away this text from our website please contact us