Thematic maps in academic Chinese- and English-language journals have converged on similar design conventions over 30 years, featuring muted colors, high main-map occupancy, and increasing element and hue diversity while maintaining stable layouts.
Layoutgan: Generating graphic layouts with wireframe discriminators
3 Pith papers cite this work. Polarity classification is still indexing.
years
2026 3verdicts
UNVERDICTED 3representative citing papers
PDA-GAN with pixel discriminator bridges domain gap from inpainted posters to generate SOTA image-aware layouts on a new 60k-pair CGL-Dataset.
CPT is a fine-tuned language model that uses Creative Markup Language representations of professional designs to generate controllable, stylistically coherent, and fully editable design variations.
citing papers explorer
-
Evolving Thematic Map Design in Academic Cartography: A Thirty-Year Study Based on Multilingual Journals
Thematic maps in academic Chinese- and English-language journals have converged on similar design conventions over 30 years, featuring muted colors, high main-map occupancy, and increasing element and hue diversity while maintaining stable layouts.
-
GAN-based Domain Adaptation for Image-aware Layout Generation in Advertising Poster Design
PDA-GAN with pixel discriminator bridges domain gap from inpainted posters to generate SOTA image-aware layouts on a new 60k-pair CGL-Dataset.
-
CPT: Controllable and Editable Design Variations with Language Models
CPT is a fine-tuned language model that uses Creative Markup Language representations of professional designs to generate controllable, stylistically coherent, and fully editable design variations.