This is part of the CoachBate gear series.
A singlet-focused clothing LoRA built from 250+ curated training images covering collegiate wrestling singlets, adult gear singlets, mesh styles, glossy latex/rubber looks, rear-zip designs, open-seat/crotchless variants, and branded athletic cuts inspired by labels like Nasty Pig, CellBlock 13, Locker Gear, Breedwell, Barcode Berlin, Coyote, N2N, and classic sportswear references.
No trigger word required. Prompt naturally for the style you want.
Prompting Guide
Use simple descriptive phrases. The captions were written around visible garment categories, views, materials, cuts, and background context, so those same words are useful in prompts.
Core Singlet Types
college wrestling singletclassic wrestling singletathletic singletvarsity contrast singletlow-cut wrestling singletopen-back singletone-piece athletic singlet
Adult Gear Cuts
crotchless singletopen-seat singletassless singletbackless singletbareback singletrear zipper singletzipper on the assrear access zipperopen rear singletstrappy cutout singlet
Materials & Finish
mesh singletsheer mesh singletglossy singletlatex singletrubber singletwet-look singletstructured athletic singletstretch panelscontrast trimside paneling
Brand & Logo Prompting
The captions include visible brand/logo language where it appears, including phrases like:
Nasty Pig bull-pig head emblemNASTYPIG wordmarkCellBlock 13 style singletLocker Gear singletBarcode Berlin singletBreedwell singletCoyote varsity singletN2N athletic singlet
The base model already understands major sports brands, so if you want a specific athletic logo or collegiate look, include it directly in your prompt.
Captioning Notes
The dataset captions were designed to describe what is visible without locking the model too hard to one color or one exact product. They include the garment type, view angle, construction style, and setting, such as:
front view, rear view, side view, or three-quarter view
short legs, athletic coverage, open armholes, racerback straps
mesh, sheer, glossy, latex, rubber, or stretch fabric
open-seat, crotchless, rear-zip, backless, or strappy cutout construction
studio background, gym background, locker room, product-style backdrop, or white background
This should make the LoRA easier to steer with prompt language instead of needing a rigid trigger word.
About This Preview
This is a preview build trained from a heavily assembled and cleaned dataset with matching captions, garment-focused crops, and multiple product views.
I’ve also set up an AI-assisted workflow that watches for new singlet releases, stages eligible images, and prepares caption-ready additions after approval, so the dataset can keep improving as new gear drops.
I’m continuing to train and refine the model for stronger logo recognition and cleaner brand-specific detail handling.
Preview buyers will receive v1 when it is released, and the model is currently discounted during preview.
Description
preview version 2, epoch 37














