Anatomy improved. Perfection remains on back order. 👋
This training run mainly targets the accuracy and diversity of adult female
human anatomy. Most ordinary poses and many difficult viewpoints are more
usable, but defects still exist. Hands can negotiate their own anatomy, limbs
can lose track of the original plan, and intimate details may still require a
different seed, prompt, or another attempt.
In other words: the model studied very hard, passed most of the practical exam,
and still occasionally draws something that would make an anatomy textbook
quietly close itself.
Cover
Eastern European Female Anatomy NSFW LoRA v1 is an experimental
photorealistic LoRA for Qwen/Qwen-Image-2512 Text-to-Image. It was trained
on a varied adult Eastern European photographic dataset to improve body
proportions, pose diversity, natural skin rendering, and local anatomical
detail across indoor, outdoor, portrait, full-body, and difficult-angle
compositions.
Adult-content notice: This repository contains explicit adult material
and is intended only for adults. All subjects represented by the training
objective and all people described in the examples are adults.
✨ Features
Trained on 10,649 adult images
Greater variety in adult female body shape, pose, angle, and composition
Improved attention to breast, vulva, perineum, buttocks, and anus detail
Photorealistic indoor, outdoor, domestic, studio, and environmental imagery
Supports full-body, medium, portrait, close-up, front, rear, and low-angle views
Includes 10,000 reusable national-park testing prompts
Designed and tested for Qwen-Image-2512 T2I
🧪 Experimental Goal
The goal is not to force one face, body type, pose, or photographic style. The
training set emphasizes variation so that the LoRA can respond to a wider range
of adult anatomy prompts without collapsing into one repeated composition.
The intended improvement is anatomical tendency, not anatomical enforcement.
Results still depend on prompt wording, seed, resolution, LoRA weight, framing,
occlusion, and the base model. Difficult poses can still produce incorrect
hands, feet, joints, proportions, or intimate anatomy.
🖥️ Training Details
Hardware
GPU: NVIDIA RTX PRO 6000 Blackwell 96GB
Dataset and Network
Base model: Qwen/Qwen-Image-2512
Training images: 10,649
Dataset type: Varied adult Eastern European photography
LoRA rank: 64
Batch size: 8
Training steps: 10,000
Trigger Words
Use the main trigger for normal generation:
zl_nubiles_v1
For anus-focused compositions learned from the dedicated verified subset, the
optional detail token can be added after the main trigger:
zl_nubiles_v1, anusdetail
The detail token is most useful when the relevant anatomy is actually visible
in the requested pose and camera angle.
⚠️ Base Model Compatibility
This LoRA is intended for:
Qwen/Qwen-Image-2512 for Text-to-Image generation
Compatibility with Qwen-Image-Edit or unrelated model architectures is not
guaranteed. A different base checkpoint may produce weak effects, artifacts,
incorrect colors, or a loading error.
🔍 Scope and Limitations
Possible limitations include:
incorrect hands, fingers, feet, limbs, or joints
duplicated, missing, merged, or disconnected body parts
inaccurate intimate anatomy in difficult angles or heavy occlusion
over-smoothed skin or repeated facial characteristics
inconsistent body proportions between seeds and prompts
conflicts between the requested pose and learned photographic composition
background artifacts, especially in geometrically complex environments
occasional failure to expose a requested detail when framing hides it
Most results are usable, but this model does not guarantee anatomical
correctness. Review generated output carefully and regenerate or edit visible
defects when necessary.
🖼️ Examples
The cover image is intentionally shown without a prompt. The three test samples
below include their complete prompts. All depicted people are adults.
Example 1
Example 1
Prompt
A nude woman, kneeling backbend with thighs apart and abdomen extended, visible labia and vulva emphasized by the pose and camera angle, full-body frontal view, near a historic stone bridge in a prairie national historical park, muted storm-front light, fine-art outdoor photography, adult subject, realistic body proportions.
Example 2
Example 2
Prompt
A nude woman, open-knee seated pose with one hand braced behind her, open pelvic angle revealing the vulva and labial contours, wide environmental portrait, along an empty parkway turnout in a windswept national seashore, diffused light after rain, subtle film-grain fine-art photography, adult subject, realistic body proportions.
Example 3
Example 3
Prompt
An adult woman is nude except for socks, performing a forward bend with hands on the floor and legs straight. Her vulva, breasts, areolae, and nipples are visible. Visible anatomy: vulva, breasts, areolae, and nipples.
🏞️ About the 10,000 National-Park Prompts
This repository includes
national_park_10000_prompts.txt, containing
10,000 adult-only prompts with varied national-park environments, weather,
lighting, camera angles, poses, and photographic styles.
If you like national parks, excellent: here are 10,000 opportunities to test
the scenery, the model, and the patience of your GPU. The prompts are much
cheaper than 10,000 entrance tickets, require no hiking boots, and have so far
caused zero arguments with park rangers. Please keep the actual experiments in
the GPU; real parks already have enough paperwork.
🚀 Reference Code — Qwen-Image-2512 T2I
The downloadable reference.py loads Qwen-Image-2512 in BF16,
fuses the official community Lightning 4-step adapter, and applies this LoRA.
A high-memory CUDA GPU is recommended.
For consumer GPUs, use
reference_low_vram.py. It enables sequential CPU
offloading plus tiled and sliced VAE decoding. This saves substantially more
VRAM at the cost of slower generation and higher system-RAM usage.
This model is intended exclusively for lawful, consensual, adult creative
work. Do not use it to:
create or sexualize minors or youthful-looking persons
create non-consensual or exploitative sexual content
depict an identifiable real person without permission
harass, threaten, exploit, or defame another person
create illegal content or bypass platform rules
Users are responsible for ensuring that their prompts, source material, and
generated content comply with applicable laws and platform policies.
License & Copyright Notice
This LoRA may be used for personal and non-commercial purposes only. See the
repository LICENSE file for the complete terms.
For commercial licensing inquiries, please contact the author.
🌿 Now Available — Chinese Female Anatomy NSFW LoRA v8
From a distance, the leaves on the same tree can look almost identical. Look
closer and every leaf has its own shape, veins, edges, texture, scars, and odd
little decisions. Human anatomy follows roughly the same rule, except it is
considerably less cooperative and refuses to stay still for comparison.
The model is now released. It focuses on the anatomical accuracy and natural
diversity of adult Asian women across different body types, poses, camera
angles, movement, and photographic settings. Apparently, nature never received
the copy-and-paste memo. Anatomy training should not pretend otherwise.
