Garment Reconstruction
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Benchmarks
4D-DRESS
Most implemented
Deep Fashion3D: A Dataset and Benchmark for 3D Garment Reconstruction from Single Images
Towards Garment Sewing Pattern Reconstruction from a Single Image
Enhancing Person-to-Person Virtual Try-On with Multi-Garment Virtual Try-Off
Single View Garment Reconstruction Using Diffusion Mapping Via Pattern Coordinates
ETCH: Generalizing Body Fitting to Clothed Humans via Equivariant Tightness
Papers
Stitched Embeddings: A Unified Latent Space for 3D Garments and 2D Patterns
While garments are essential for realistic digital humans, their topological variety makes them much harder to model than parametric bodies. Traditional tailoring relies on 2D sewing patterns, yet bridging these patterns…
Garment ReconstructionPhysical SimulationsOrthoTryOn: Geometric Orthogonalization for Conflict-Free Unified Fashion Generation
Unified fashion generation integrates tasks like virtual try-on and garment reconstruction into a single model to reduce task-specific adaptation costs. However, naive parameter sharing across semantically distinct tasks…
Garment ReconstructionVirtual Try-onPatternGSL: A Structured Specification Language for Template-Free and Simulation-Ready 3D Garments
Reconstructing realistic, physically plausible garments from a single image remains a fundamental challenge. Template-free methods capture surface geometry but lack explicit sewing structure for simulation; while program…
Garment ReconstructionWhat Matters in Virtual Try-Off? Dual-UNet Diffusion Model For Garment Reconstruction
Virtual Try-On (VTON) has seen rapid advancements, providing a strong foundation for generative fashion tasks. However, the inverse problem, Virtual Try-Off (VTOFF)-aimed at reconstructing the canonical garment from a dr…
Garment ReconstructionVirtual Try-OffVirtual Try-onDress-ED: Instruction-Guided Editing for Virtual Try-On and Try-Off
Recent advances in Virtual Try-On (VTON) and Virtual Try-Off (VTOFF) have greatly improved photo-realistic fashion synthesis and garment reconstruction. However, existing datasets remain static, lacking instruction-drive…
Garment ReconstructionVirtual Try-OffVirtual Try-onSpatio-Temporal Garment Reconstruction Using Diffusion Mapping via Pattern Coordinates
Reconstructing 3D clothed humans from monocular images and videos is a fundamental problem with applications in virtual try-on, avatar creation, and mixed reality. Despite significant progress in human body recovery, acc…
Dynamic ReconstructionGarment ReconstructionVirtual Try-on