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Wenxiang Shang

5 accepted papers

2026

SIMPLEPOSTER: A SIMPLE BASELINE FOR PRODUCT POSTER GENERATION

CVPR 2026

Product poster generation presents unique challenges beyond general-purpose de-sign: it demands not only aesthetic composition and accurate text rendering, butalso strict preservation of the product subject and precise control over dense,multi-line text layouts. While general image editing models st

Cited by 0SourcecodeScholar
2025

RAGDiffusion: Faithful Cloth Generation via External Knowledge Assimilation

ICCV 2025poster

Standard clothing asset generation involves restoring forward-facing flat-lay garment images displayed on a clear background by extracting clothing information from diverse real-world contexts, which presents significant challenges due to highly standardized structure sampling distributions and clot…

Cited by 0SourcePDFScholar
2025

ShoeFit: A New Dataset and Dual-image-stream DiT Framework for Virtual Footwear Try-On

NeurIPS 2025poster

Virtual footwear try-on (VFTON), a critical yet underexplored area in virtual try-on (VTON), aims to synthesize faithful try-on results given diverse footwear and model images while maintaining 3D consistency and texture authenticity. Unlike conventional garment-focused VTON methods, VFTON present…

Cited by 0SourceScholar
2025

TextMaster: A Unified Framework for Realistic Text Editing via Glyph-Style Dual-Control

ICCV 2025poster

In image editing tasks, high-quality text editing capabilities can significantly reduce both human and material resource costs. Existing methods, however, face significant limitations in terms of stroke accuracy for complex text and controllability of generated text styles. To address these challeng…

Cited by 0SourcePDFScholar
2024

AnyFit: Controllable Virtual Try-on for Any Combination of Attire Across Any Scenario

NeurIPS 2024poster

While image-based virtual try-on has made significant strides, emerging approaches still fall short of delivering high-fidelity and robust fitting images across various scenarios, as their models suffer from issues of ill-fitted garment styles and quality degrading during the training process, not t…

Cited by 7SourcePDFScholar