Intelligent generative structural design method for shear wall building based on “fused-text-image-to-image” generative adversarial networks

•Intelligent generative structural design method based on the text and images guidance.•Novel generative adversarial networks fusing text and image to synthesis image.•Few-shot learning for text and image features extraction, fusion, and generation.•Universally high performance also in other designs, additional to structural design.