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Jan 27, 2026 · Artificial Intelligence

How Uni-Layout Unifies Cross‑Task Layout Generation with Human‑Like Evaluation

Uni-Layout introduces a unified framework that integrates a universal layout generator, a human‑feedback‑simulating evaluator, and a dynamic margin preference optimization technique to align generation and evaluation across diverse e‑commerce design tasks, backed by a new 100k human‑annotated dataset.

Human Feedbackdynamic margin optimizatione-commerce design

0 likes · 11 min read

How Uni-Layout Unifies Cross‑Task Layout Generation with Human‑Like Evaluation

JD Cloud Developers

Jan 15, 2026 · Artificial Intelligence

Uni-Layout: Unifying Layout Generation with Human Feedback and Dynamic Alignment

Uni-Layout introduces a unified framework that combines a multimodal large language model‑based generator, a human‑like evaluator trained on the large Layout‑HF100k dataset, and a Dynamic Margin Preference Optimization (DMPO) method to align generation and evaluation, achieving state‑of‑the‑art results across diverse layout tasks.

DMPOHuman Feedbackevaluation

0 likes · 11 min read

Uni-Layout: Unifying Layout Generation with Human Feedback and Dynamic Alignment

JD Tech Talk

Jan 15, 2026 · Artificial Intelligence

Uni-Layout: Harnessing Human Feedback for Unified Layout Generation and Evaluation

Uni-Layout introduces a unified framework that generates layouts across diverse tasks, simulates human evaluation with a novel feedback dataset, and aligns generation and assessment through dynamic margin preference optimization, achieving state‑of‑the‑art performance on multiple benchmarks.

AI designHuman Feedbackevaluation

0 likes · 11 min read

Uni-Layout: Harnessing Human Feedback for Unified Layout Generation and Evaluation

JD Retail Technology

Jan 8, 2026 · Artificial Intelligence

Uni-Layout: Unified Cross-Task Layout Generation with Human-Aligned Evaluation

Uni-Layout introduces a unified layout generation framework that consolidates diverse design tasks, leverages multimodal large language models for flexible generation, and aligns outputs with human perception through a novel human‑feedback dataset (Layout‑HF100k) and a dynamic margin preference optimization (DMPO) evaluator.

ACM MultimediaHuman Feedbackdynamic margin optimization

0 likes · 11 min read

Uni-Layout: Unified Cross-Task Layout Generation with Human-Aligned Evaluation

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.

LLMMultimodal AIdiffusion

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 synthesise‑commercelayout generation

0 likes · 21 min read

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

JD Cloud Developers

Apr 25, 2024 · Artificial Intelligence

How AI Diffusion Models Revolutionize E‑commerce Ad Image Creation

This article presents JD Advertising's 2023 innovations that combine relation‑aware diffusion models, category‑aware background generation, and planning‑and‑rendering pipelines to automatically produce high‑quality, scalable, and personalized e‑commerce ad posters, addressing efficiency, cost, and creative limitations of manual design.

AIAdvertisingdiffusion

0 likes · 18 min read

How AI Diffusion Models Revolutionize E‑commerce Ad Image Creation

Meituan Technology Team

Jun 15, 2023 · Artificial Intelligence

Meituan Technical Team's 8 CVPR 2023 Papers: Overview and Insights

This article reviews eight CVPR 2023 papers selected by Meituan’s technology team, covering self‑supervised learning, domain adaptation, federated learning, object detection, 3D reconstruction, GAN‑based pre‑training, RGB‑T tracking, vision‑language navigation, and visual‑textual layout generation, highlighting each work’s methodology, experiments, and reported performance gains.

3D Object DetectionCVPR 2023Computer Vision

0 likes · 15 min read

Meituan Technical Team's 8 CVPR 2023 Papers: Overview and Insights

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 generationpixel-level discriminator

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.

AIAutomationComputer Vision

0 likes · 19 min read

Fully Automatic Template‑Free Image‑Text Creative Generation System