This LoRA captures a romantic sheer couture style inspired by sensual runway fashion, delicate transparent fabrics and feminine lingerie-influenced designer clothing (Blumarine). It focuses on soft, revealing, high-fashion garments with chiffon, lace, tulle, ruffles, floral appliqués, butterfly details and airy layered silhouettes.

The model learned how to apply romantic sheer fabric behavior, delicate embroidery, soft ruffled construction and body-framing couture shapes to a wide variety of fashion looks.

It works particularly well for high fashion editorials, runway looks, romantic studio portraits, outdoor golden hour fashion shoots and sensual couture concepts.

The training set includes many different types of romantic and revealing fashion elements, for example:

• sheer chiffon dresses with flowing transparent panels

• romantic lace gowns with body-skimming silhouettes

• soft pink, ivory, nude, black and red couture looks

• ruffled mini dresses and layered tulle skirts

• lingerie-inspired runway outfits

• sheer bodices with floral embroidery

• butterfly appliqués and decorative butterfly details

• floral prints and floral lace surfaces

• high-slit gowns and asymmetrical draped skirts

• delicate sheer sleeves, ruffled cuffs and soft fabric bows

• black lace eveningwear and dark romantic sheer gowns

• sensual two-piece fashion sets with transparent overlays

• casual transfer pieces such as sheer lace tops, cardigans and denim styling

• animal print couture with romantic ruffled construction

The LoRA focuses on materials, surface textures, sheer fabric layering and fashion design language, not on specific identities or faces.

Because of this, the style can transfer well to other fashion domains such as:

• runway fashion

• editorial portraits

• romantic eveningwear

• lingerie-inspired couture

• casual fashion styling

• outdoor golden hour fashion shoots

• soft bridal-inspired concepts

• dark romantic fashion looks

• floral or butterfly-themed outfits

This is not a single outfit LoRA. It was trained to understand how sheer fabric falls, how ruffles and lace are constructed, how transparent layers interact with the body, and how romantic couture details can be applied to different garments.

The LoRA tends to create sensual and revealing fashion when prompted loosely. For more covered results, describe the garment more explicitly, for example: floor-length gown, opaque lining, full skirt, covered bodice or less revealing dress. For stronger sensual results, use words such as sheer, revealing, lingerie-inspired, transparent chiffon, high slit, body-skimming, butterfly appliqués or floral embroidery.

Would love if you post your creations here with it.

The LoRA was trained on the default flux1-dev model for maximum compatibility.

Dataset and training data:

• 72 images

• 8 steps per image

• 10 epochs

• bucks with 1152px max size, no auto scaling

• cosine scheduler with 0.2 warmup and 0.7 decay

• Captioning was done with OpenAI

• alpha == dim: 32

If you use it with other loras, for example a character lora, try to lower the weight - I had good results at around 0.5.

As always: I did not polish any of the images in the showcase, they all came out like this. I did 2 images per prompt and picked the better looking one.