Overview

This dataset is designed to train a female lifestyle / beach-oriented LoRA, with a strong emphasis on bikini outfits, leisure activities, and outdoor summer environments.

The dataset primarily represents Asian female subjects in relaxed, casual, and vacation-like contexts.
It uses Booru-style tag captions, compatible with SDXL and Pony training pipelines.

Trigger token: thm

Dataset focus (what the model actually learns)

Based on the captions, the dataset strongly emphasizes:

• Bikini and swimwear

• Beach / summer environments

• Relaxed, playful lifestyle scenes

• Casual poses and leisure activities

Identity-related features are present, but they are not the dominant learning signal.

This makes the dataset well suited for:

• bikini / beach lifestyle generations

• casual summer scenes

• playful, relaxed female poses

Captioning format

Captions follow a comma-separated Booru-style tag format.

Example structure:

tbm, person, asian_woman, slim, long_hair, light_skin, smiling, bikini, standing, beach, summer

Common tag categories observed:

Identity (secondary signal)

• asian_woman

• thai_woman (inconsistently used)

• slim

• long_hair

• light_skin

Outfit (primary signal)

Outfit-related tags are very frequent and highly consistent, making them a dominant feature learned by the LoRA:

• bikini

• onepiece

• twopiece

• bikini_top

• swimsuit

⚠️ Some captions include contradictory outfit tags (e.g. onepiece and twopiece together), which introduces noise but also reinforces “bikini” as a broad concept.

Pose and body position

Common pose-related tags:

• standing

• sitting

• hands_up

• arms_crossed

• leaning

• one_leg_raised

These contribute to a casual, lifestyle-oriented pose distribution, rather than controlled studio poses.

Environment & context (strong signal)

A large portion of the tags describe environmental context, reinforcing the leisure theme:

• beach

• outdoor

• summer

• sunlight

• sunset

• ocean

• sand

• palm_trees

• vacation

• resort

Mood & lifestyle descriptors

Captions frequently include mood or lifestyle-oriented tags:

• smiling

• playful

• relaxed

• cheerful

• fun

• lifestyle

• fashion

• trendy

• leisure

These tags reinforce a positive, vacation-like aesthetic, but are subjective and vary significantly across samples.