Layout Generation

DaTaobao Tech

Mar 12, 2025 · Artificial Intelligence

Multimodal Automatic Layout Generation for E-commerce

The project develops a multimodal automatic layout generation system for e‑commerce by fine‑tuning the qwen‑vl‑7b vision‑language model with LoRA on poster and Taobao image‑layout data, employing diffusion‑based image generation and coordinate‑prediction methods to produce structured layouts that power poster, marketing image, and video‑cover creation with over 90% adoption, while exploring multi‑image, style‑aware, and iterative refinement extensions.

LLMLayout Generationdiffusion

0 likes · 12 min read

Multimodal Automatic Layout Generation for E-commerce

DaTaobao Tech

May 10, 2024 · Artificial Intelligence

3D Indoor Scene Synthesis for E‑Commerce: Spatial Perception and Layout Generation

The paper presents a 3D indoor‑scene synthesis framework for e‑commerce that converts massive product catalogs into realistic, constraint‑aware layouts using parameterized bounding‑box representations, SAT collision checks, and both rule‑based and deep‑learning methods, thereby enhancing interactive shopping, reducing returns, and outlining future end‑to‑end, LLM‑driven design integration.

3D scene synthesisDeep LearningLayout Generation

0 likes · 21 min read

3D Indoor Scene Synthesis for E‑Commerce: Spatial Perception and Layout Generation

Alimama Tech

May 31, 2023 · Artificial Intelligence

Unsupervised Domain Adaptation with Pixel-level Discriminator for Image-aware Layout Generation

Alibaba Mama’s team introduces PDA‑GAN, an unsupervised domain‑adaptation framework employing a lightweight pixel‑level discriminator to align repaired and original image features, enabling image‑aware layout generation that outperforms prior methods on visual‑quality and layout metrics for advertising creatives.

GANLayout Generationcomputer vision

0 likes · 10 min read

Unsupervised Domain Adaptation with Pixel-level Discriminator for Image-aware Layout Generation

Alimama Tech

Jul 13, 2022 · Artificial Intelligence

Fully Automatic Template‑Free Image‑Text Creative Generation System

Alibaba Alimama’s fully automatic, template‑free image‑text creative generation system uses deep‑learning models across material mining, layout synthesis, on‑image copy generation, and visual attribute rendering to produce personalized ad creatives directly from product images and metadata, achieving roughly 19 % CTR lift over prior template‑based methods.

Computer VisionGenerative ModelsLayout Generation

0 likes · 19 min read

Fully Automatic Template‑Free Image‑Text Creative Generation System