Smartbanner: Intelligent banner design framework that strikes a balance between creative freedom and design rules
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Abstract (arXiv)
Companies use banners extensively to promote their products, and the intelligent automatic synthesis of banners is a challenging event. Under the premise of inputting only a small amount of information such as product, text and size, it can synthesize styles with high freedom and richness, but at the same time, it must satisfy the design specifications of advertisers for advertising and scenes. We propose an intelligent banner design framework that strikes a balance between creative freedom and design rules, called smartbanner. Smartbanner consists of planner, actuator, adjuster and generator. The banner is synthesized through the combined framework, which fully liberates the designer and reduces the threshold and cost of design. It increases the click-through rate by 30%, improves the human efficiency of designers by 500% under the condition of ensuring the quality of creation, and synthesizes hundreds of millions of pictures in batches throughout the year.
Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). First posted on arXiv 18 Mar 2023.
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Citing papers per year: 2024: 2; 2025: 2; 2026: 2.
6 papers.
- 2025BannerAgency: Advertising Banner Design with Multimodal LLM Agentscited by 11
- 2024Layout Control and Semantic Guidance with Attention Loss Backward for T2I Diffusion Modelcited by 5
- 2024E-Commerce Inpainting with Mask Guidance in Controlnet for Reducing Overcompletioncited by 4
- 2025DVI: Disentangling Semantic and Visual Identity for Training-Free Personalized Generationcited by 3
- 2026FlexID: Training-Free Flexible Identity Injection via Intent-Aware Modulation for Text-to-Image Generationcited by 3
- 2026Inject Where It Matters: Training-Free Spatially-Adaptive Identity Preservation for Text-to-Image Personalizationcited by 3
- 2026Inject Where It Matters: Training-Free Spatially-Adaptive Identity Preservation for Text-to-Image Personalization15 Feb 2026
- 2026FlexID: Training-Free Flexible Identity Injection via Intent-Aware Modulation for Text-to-Image Generation7 Feb 2026
- 2025DVI: Disentangling Semantic and Visual Identity for Training-Free Personalized Generation22 Dec 2025
- 2025BannerAgency: Advertising Banner Design with Multimodal LLM Agents14 Mar 2025
- 2024Layout Control and Semantic Guidance with Attention Loss Backward for T2I Diffusion Model11 Nov 2024
- 2024E-Commerce Inpainting with Mask Guidance in Controlnet for Reducing Overcompletion15 Sep 2024