Photo Outfit Editor

The tool enables virtual outfit changes on portrait images, helping stylists, photographers, fashion brands, and content creators explore multiple looks quickly. Users upload a photo, select a target garment style from a library or describe the desired outfit, and generate one or more edited variants for review.\n\nConceptual operation: a segmentation model isolates the figure, a garment transfer module maps the chosen clothing onto the subject, and color/lighting adjustments ensure the new outfit matches skin tones and scene lighting. Edge refinement and texture blending produce seamless seams, folds, and shadows, while pose-aware alignment preserves natural posture.\n\nValue: Enables fast fashion prototyping, campaign planning, lookbooks, and social content with minimal shoots. Differentiators include a large garment template library, automatic color harmony, and per-variant controls for fit and shade. Examples: swap a model from casual wear to a formal dress, then render variants in three colorways.\n\nCore features & configurations: image input, target_style, optional color/fit controls, garment library access, batch processing, export formats, and privacy controls. Outputs include PNG/JPEG, with metadata such as applied_style and processing_time. It supports single-subject edits with background preserved, and multi-subject workflows where clear silhouettes exist.