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Controllable Image Generation

XVerse: Precise Multi-Subject Image Generation with Independent Identity and Attribute Control

XVerse: Precise Multi-Subject Image Generation with Independent Identity and Attribute Control 603

Generating realistic images with multiple distinct subjects—each retaining their unique identity and visual attributes like pose, lighting, or clothing style—has…

01/09/2026Controllable Image Generation, Multi-subject Image Synthesis, Text-to-Image Generation
Magic Clothing: Generate Photorealistic Outfits with Exact Garment Control and Text Guidance

Magic Clothing: Generate Photorealistic Outfits with Exact Garment Control and Text Guidance 1535

Magic Clothing is a cutting-edge solution for a long-standing challenge in AI-powered visual content creation: how to generate realistic human…

12/26/2025Controllable Image Generation, Fashion-aware Diffusion Models, Garment-driven Image Synthesis
IMAGDressing: Generate Controllable, High-Fidelity Virtual Outfits Without Retraining Models

IMAGDressing: Generate Controllable, High-Fidelity Virtual Outfits Without Retraining Models 1314

Online fashion retailers, digital content studios, and marketing teams increasingly rely on realistic human imagery to showcase garments—but traditional virtual…

12/26/2025Controllable Image Generation, Garment-conditioned Synthesis, Virtual Dressing
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