perpetual3x/Qwen-Image-Korean-Female-Anatomy-Realism-NSFW-LoRA-v1
<div style="display:flex; flex-wrap:nowrap; gap:6px; align-items:center; overflow-x:auto;"><a href="#" style="display:inline-flex; align-items:center; height:22px; vertical-align:middle;"><img alt="Visitors" src="https://visitor-badge.laobi.icu/badge?page_id=perpetual3x.Qwen-Image-Korean-Female-Anatomy-Realism-NSFW-LoRA-v1" style="display:block; height:22px; vertical-align:middle;"></a><a href="#" style="display:inline-flex; align-items:center; height:22px; vertical-align:middle;"><img alt="Base Model" src="https://img.shields.io/badge/Base-Qwen%20Image%202512-blue" style="display:block; height:22px; vertical-align:middle;"></a><a href="#" style="display:inline-flex; align-items:center; height:22px; vertical-align:middle;"><img alt="GPU" src="https://img.shields.io/badge/GPU-RTX%20PRO%206000%20Blackwell%2096GB-blue" style="display:block; height:22px; vertical-align:middle;"></a><a href="#" style="display:inline-flex; align-items:center; height:22px; vertical-align:middle;"><img alt="Training" src="https://img.shields.io/badge/Training-10K%20Steps-purple" style="display:block; height:22px; vertical-align:middle;"></a><a href="#" style="display:inline-flex; align-items:center; height:22px; vertical-align:middle;"><img alt="Trigger" src="https://img.shields.io/badge/Trigger-None-success" style="display:block; height:22px; vertical-align:middle;"></a></div>
A note about language: This release concerns Korea, but it does not include a Korean-language edition—not because Korean matters less, but because I do not speak it. English is my native language; I also speak French and Spanish, and I have studied Japanese and Chinese at a beginner level. Korean, however, remains outside my present competence. Producing a confident machine translation would be easy. Publishing it as though it were my own voice would be less respectful than admitting the boundary. If a Korean edition appears later, it should be prepared or carefully reviewed by someone who actually knows where every particle belongs.
Language / Langue / Idioma
🇬🇧 English - displayed below
<details name="language-version"> <summary><strong>🇫🇷 Français - afficher la version complète</strong></summary>
LoRA NSFW de réalisme anatomique féminin coréen pour Qwen Image v1
Le dernier chapitre anatomique — contexte coréen, structure naturelle et réalisme sans diplomatie cosmétique.
Note linguistique : cette publication concerne la Corée, mais ne propose pas d'édition coréenne — non parce que le coréen aurait moins d'importance, mais parce que je ne le parle pas. L'anglais est ma langue maternelle ; je parle aussi français et espagnol, et j'ai étudié le japonais et le chinois à un niveau débutant. Le coréen reste toutefois hors de mes compétences actuelles. Produire une traduction automatique pleine d'assurance serait facile. La publier comme si elle exprimait réellement ma voix serait moins respectueux que de reconnaître cette limite. Si une édition coréenne paraît un jour, elle devra être préparée ou soigneusement relue par quelqu'un qui sait vraiment où placer chaque particule.
Avertissement — contenu pour adultes : ce dépôt contient des images explicites générées par IA et s'adresse exclusivement aux adultes. Toutes les personnes décrites dans les exemples et les prompts de référence sont adultes.
La dernière pièce de la série
Il s'agit de la dernière publication de ma série consacrée à l'anatomie et au réalisme humain. L'Europe occidentale et l'Amérique ont ouvert le chapitre visuel le plus large ; le Japon et la Chine ont suivi avec leurs études régionales de l'anatomie féminine ; le projet d'anatomie masculine a fourni la moitié de l'humanité que les modèles d'image réduisent trop souvent soit au marbre poli, soit à une plomberie improvisée. La Corée verrouille maintenant la cinquième et dernière pièce. Elle n'arrive pas en dernier parce qu'elle compte moins. Elle arrive en dernier parce que tout puzzle exige une pièce qui rend soudain l'image complète - et qu'après avoir examiné autant d'anatomie générée, l'auteur comme le GPU Blackwell ont gagné le droit de cesser de prétendre que la topologie est un loisir.
La série s'arrête ici de façon délibérée. Chaque modèle pourra encore s'améliorer, mais l'ensemble prévu est complet : réalisme occidental, anatomie japonaise, chinoise, coréenne et masculine occupent désormais la même image achevée. Pendant quelque temps, je compte reposer mes yeux, sortir et regarder des paysages où personne n'a besoin d'un numéro de seed, d'un poids d'adaptateur ou d'une discussion détaillée sur la continuité des tissus.
Le contexte coréen mérite mieux qu'un préréglage d'usine
La culture visuelle coréenne passe naturellement des cours de hanok aux ateliers de céladon, des marais côtiers aux temples de montagne, de la pierre assombrie par la pluie aux intérieurs contemporains et aux lumières urbaines denses. Un modèle capable de restituer tout cela ne devrait pas atteindre le corps humain pour remplacer soudain l'observation par un espace réservé lisse et vaguement sûr de lui.
Ce LoRA se concentre sur l'anatomie adulte réaliste d'Asie de l'Est, avec un accent d'entraînement particulièrement marqué sur les femmes coréennes et le contexte photographique coréen. Cela décrit le jeu de données et sa distribution visuelle ; cela ne prétend pas que des millions de personnes partagent un seul visage, un seul corps ou une seule configuration d'usine.
Le réalisme sans diplomatie cosmétique
Les systèmes de beauté savent très bien polir les surfaces. L'anatomie pose une question moins glamour : tout reste-t-il relié, proportionné et physiquement plausible après les négociations entre lumière, pose, gravité et angle de caméra ? Texture de peau, plis, compression, pilosité et asymétrie ordinaire ne sont pas des erreurs de rendu. Ce sont les preuves que le corps a été autorisé à rester un corps.
Ce modèle vise donc une anatomie externe crédible plutôt qu'une perfection cosmétique. Il cherche à préserver la continuité visuelle entre la vulve, la région clitoridienne, le périnée, l'anus, le bassin et les tissus environnants, aussi bien dans les études anatomiques directes que dans les compositions environnementales plus larges.
Ce que ce LoRA tend à améliorer
- anatomie féminine adulte externe réaliste dans des contextes coréens et, plus largement, est-asiatiques
- relations plus cohérentes entre vulve, région clitoridienne, périnée, anus, bassin et tissus environnants
- texture cutanée naturelle, compression des tissus, pilosité pubienne, plis et asymétrie ordinaire
- stabilité anatomique dans la photographie adulte explicite, les cadres traditionnels coréens, les extérieurs et les intérieurs contemporains
- contrôle en langage naturel sans mot déclencheur dédié
- utilisation souple, seul ou avec un autre LoRA compatible de personnage adulte, d'identité, de style ou NSFW
Il s'agit d'un LoRA d'anatomie et de réalisme. Il peut fonctionner seul lorsque le prompt définit le sujet adulte, la scène et la composition, ou comme spécialiste aux côtés d'un autre LoRA NSFW. En combinant plusieurs adaptateurs, laissez le LoRA principal établir l'identité ou le style et n'utilisez celui-ci qu'à l'intensité nécessaire pour restaurer la cohérence anatomique.
Détails de l'entraînement
Utilisation recommandée
- Pipeline recommandé : Qwen Image 2512 T2I
- Rôle recommandé : adaptateur autonome de réalisme/anatomie ou spécialiste anatomique secondaire avec un autre LoRA adulte compatible
- Prompt : utilisez un anglais descriptif ordinaire ; aucun mot déclencheur n'est nécessaire
- Poids conseillé : commencez autour de
0.8-1.2, puis adaptez-le à la pose, à la distance de caméra, à la seed et aux autres LoRA actifs - Utilisation autonome : décrivez clairement le sujet adulte, le contexte coréen ou est-asiatique, l'angle de caméra, la pose et les structures anatomiques qui doivent rester visibles
- Combinaison d'adaptateurs : commencez près de
0.8, préservez d'abord l'identité et le langage visuel du LoRA principal, puis augmentez ce modèle seulement jusqu'à stabilisation de la correction anatomique
Limites connues
Le jeu d'entraînement est nettement plus large que celui des précédentes publications régionales, mais 5 822 images n'abrogent toujours ni la géométrie, ni la gravité, ni les mauvaises seeds.
- les poses frontales, arrière et latérales comprimées difficiles peuvent encore échouer sous un raccourci ou une occlusion sévère
- des poids très élevés peuvent répéter certains traits corporels, textures, poses, éclairages ou indices environnementaux coréens
- le contexte régional peut déborder lorsque l'adaptateur est poussé trop fortement
- le modèle est correctif, pas magique : une géométrie impossible, des corps dupliqués ou des membres gravement déformés ne sont pas toujours réparables
- les gros plans et les portraits environnementaux peuvent demander des poids différents
- une seule seed ne prouve jamais la régularité ; comparez plusieurs seeds et angles
Exemples
Tous les exemples représentent des femmes clairement adultes. Le prompt de couverture n'est pas fourni. Les huit cas sont reproduits ci-dessous ; leurs prompts exacts, conservés en anglais pour une utilisation directe, figurent dans la version anglaise affichée plus bas.
Exemple 1 — Atelier de céladon d'Icheon
Prompt
a clearly adult Korean woman age 49 with a slender mature build, a white hemp hanbok robe hanging open and secured behind the hips so no fabric crosses the pelvis, leaning forward with both hands on a low soban table while both feet remain grounded in a pottery workshop in Icheon, surrounded by celadon vessels, clay tools and kiln light. a ground-level rear view looks gently upward beneath the pelvis without hiding the surrounding scene; the anal opening is genuinely readable rather than implied by the gluteal cleft, and the perineum continues coherently toward the vulva. summer sunlight broken by leaves and moving clouds, natural editorial photography with precise anatomy and gentle depth of field; a traditional embroidered cushion and bojagi wrapping cloth add controlled color. Accurate clearly adult proportions, realistic hands and feet, no additional people, no text, no logo, no watermark.
Exemple 2 — Baie de Suncheon en cramoisi
Prompt
a clearly adult Korean woman age 43 with a compact muscular build, a crimson silk chima untied and pooled around her feet, its matching jeogori worn open, lying on her left side with the lower leg extended and the upper leg supported on a cushion near the reeds of Suncheon Bay, with distant wetlands, birds and a broad luminous sky. a wide lateral composition shows the full body line and cultural setting without obstruction; the vulva, clitoral hood and perineum remain coherent in profile with realistic labial compression and pubic attachment. gentle overcast daylight preserving realistic skin texture, contemporary fine-art realism with authentic material textures and soft asymmetry; a small vase of plum blossoms echoes the season without distracting from the figure. Accurate clearly adult proportions, realistic hands and feet, no additional people, no text, no logo, no watermark.
Exemple 3 — Jardin d'hiver aux agrumes
Prompt
This intimate documentary-style image records an adult nude Korean woman with realistic proportions and natural skin texture resting on both hands on a long wooden table while turning toward an unseen sound inside a tiled winter garden with citrus trees and a long iron bench. Her softly tousled hair reinforces the unpolished mood. The viewpoint is frontal but slightly off-center, leaving room for reflected light and negative space. North-window light falls softly across the body and leaves the room in gentle shadow. The visual language is cinematic but intimate, with gentle lens softness and believable environmental detail. The image feels intimate without becoming glossy or theatrical. Avoid plastic skin, exaggerated symmetry or fashion retouching; retain natural variation and small imperfections.
Exemple 4 — Hôtel fané et miroir
Prompt
This poetic environmental portrait features an adult nude Korean woman with a natural, unretouched appearance resting on both hands on a long wooden table while turning toward an unseen sound inside a faded hotel room with patterned wallpaper and a tall mirror. Her hair is gathered away from her face, leaving the gesture clearly readable. The camera holds a natural eye-level perspective with no exaggerated foreshortening. Backlight through linen curtains outlines the figure while reflected fill retains detail. Its palette is desaturated and painterly, with gentle contrast and no commercial retouching. The atmosphere suggests solitude and an unforced connection with the surrounding place. Preserve full-body continuity, natural hands and feet, plausible weight distribution and understated expression.
Exemple 5 — Mur d'un verger abandonné
Prompt
A restrained editorial figure study depicts an adult nude Korean woman integrated quietly into the surrounding environment resting on a low stone wall with both feet touching the ground and her torso turned toward the horizon at the edge of an abandoned orchard overlooking a wide agricultural plain. A few damp strands of hair rest naturally against her face and shoulders. A broad side-on composition emphasizes rhythm, balance and environmental texture. Open shade beneath the trees provides even illumination while the distance remains luminous. The print-like finish preserves natural asymmetry, folds and minor real-world imperfections. The emotional tone is reflective and slightly melancholic. Maintain one coherent adult body, natural joints, believable balance and realistic proportions.
Exemple 6 — Fleurs après la pluie
Prompt
The image presents an adult nude Korean woman whose presence feels candid and unperformed lying across a smooth boulder warmed by the remaining daylight on an orchard path covered with fallen blossoms after a spring shower. Her softly tousled hair reinforces the unpolished mood. A distant medium-format composition lets weather and place occupy most of the frame. Soft overcast daylight wraps the figure without hard highlights. The result resembles restrained 35 mm color-negative film, with fine grain, muted saturation and honest texture. The gesture reads as a private moment observed with care and distance. Keep the gesture physically achievable and the relationship between body, gravity and support convincing.
Exemple 7 — Pavillon d'hiver abandonné
Prompt
This poetic environmental portrait features an adult nude Korean woman treated as a classical figure study reclining on a long bench beneath tall windows and damaged plaster inside an abandoned winter pavilion with cracked tiles and fogged glass. Her loose hair follows the turn of her head. The camera looks through foreground leaves or fabric, adding a restrained sense of depth. Pale winter light enters through damaged glass and settles quietly across the architecture. The print-like finish preserves natural asymmetry, folds and minor real-world imperfections. The environment and figure share equal visual importance, producing a calm sense of scale. Maintain one coherent adult body, natural joints, believable balance and realistic proportions.
Exemple 8 — Colonnade après la pluie
Prompt
A museum-minded portrait observes an adult nude Korean woman integrated quietly into the surrounding environment reclining on a long bench beneath tall windows and damaged plaster beneath a concrete colonnade after rain, with reflections across the floor. Her hair is tied back in a simple, practical knot. A waist-level side view follows the natural line of the gesture. Late-day light catches the upper walls while reflected fill remains soft below. The visual language is cinematic but intimate, with gentle lens softness and believable environmental detail. The composition balances bodily presence with landscape-driven stillness. Maintain one coherent adult body, natural joints, believable balance and realistic proportions.
1 000 prompts de test en contexte coréen
Le fichier téléchargeable `krvulva_traditional_korea_1000.txt` contient 1 000 prompts couvrant vêtements traditionnels, intérieurs, paysages, ateliers, temples, littoraux, lumières saisonnières et tests de caméra centrés sur l'anatomie. Ce sont des matériaux de test, pas la promesse que chaque seed se comportera en citoyenne exemplaire.
🌍 La dernière pièce est en place
Cette publication coréenne place la cinquième et dernière pièce dans la série consacrée à l'anatomie et au réalisme humain : occidental, japonais, chinois, coréen et masculin. J'ai désormais passé assez de temps à comparer seeds, géométrie du bassin, lumière environnementale et opinions privées de la gravité pour mériter une courte période de chômage visuel volontaire. Les modèles peuvent continuer à générer ; moi, je sors. Si vous avez une idée réellement nouvelle, un rapport d'échec utile ou une direction digne d'être explorée après cette pause, vous pouvez me contacter via le dépôt. Les bonnes idées restent intéressantes même lorsque l'auteur refuse temporairement d'inspecter quoi que ce soit à 800 % de zoom.
🚀 Code de référence — Qwen-Image-2512 T2I
Les fichiers téléchargeables `reference.py` et `reference_low_vram.py` chargent Qwen-Image-2512 en BF16, fusionnent l'adaptateur Lightning communautaire et appliquent ce LoRA coréen sans déclencheur. La version standard recommande un GPU CUDA à grande mémoire.
Installation
pip install -U diffusers transformers accelerate peft safetensors<details> <summary><strong>▶ Afficher le code Python standard</strong></summary>
"""Qwen Image 2512 + Korean Female Anatomy Realism LoRA v1."""
import math
import torch
from diffusers import DiffusionPipeline, FlowMatchEulerDiscreteScheduler
BASE_MODEL_ID = "Qwen/Qwen-Image-2512"
LIGHTNING_MODEL_ID = "lightx2v/Qwen-Image-2512-Lightning"
LIGHTNING_WEIGHT_NAME = (
"Qwen-Image-2512-Lightning-4steps-V1.0-bf16.safetensors"
)
LORA_MODEL_ID = (
"perpetual3x/Qwen-Image-Korean-Female-Anatomy-Realism-NSFW-LoRA-v1"
)
LORA_WEIGHT_NAME = "krvulva.safetensors"
DEVICE = "cuda"
DTYPE = torch.bfloat16
LORA_SCALE = 0.9
scheduler_config = {
"base_image_seq_len": 256,
"base_shift": math.log(3),
"invert_sigmas": False,
"max_image_seq_len": 8192,
"max_shift": math.log(3),
"num_train_timesteps": 1000,
"shift": 1.0,
"shift_terminal": None,
"stochastic_sampling": False,
"time_shift_type": "exponential",
"use_beta_sigmas": False,
"use_dynamic_shifting": True,
"use_exponential_sigmas": False,
"use_karras_sigmas": False,
}
scheduler = FlowMatchEulerDiscreteScheduler.from_config(scheduler_config)
pipe = DiffusionPipeline.from_pretrained(
BASE_MODEL_ID,
scheduler=scheduler,
torch_dtype=DTYPE,
).to(DEVICE)
pipe.load_lora_weights(
LIGHTNING_MODEL_ID,
weight_name=LIGHTNING_WEIGHT_NAME,
adapter_name="lightning",
)
pipe.fuse_lora(adapter_names=["lightning"], lora_scale=1.0)
pipe.unload_lora_weights()
pipe.load_lora_weights(
LORA_MODEL_ID,
weight_name=LORA_WEIGHT_NAME,
adapter_name="korean_anatomy_v1",
)
pipe.set_adapters(["korean_anatomy_v1"], adapter_weights=[LORA_SCALE])
prompt = (
"A realistic photograph of a clearly adult Korean woman, coherent "
"external female anatomy, natural pelvic structure, unretouched skin "
"texture, physically plausible pose, soft natural light"
)
negative_prompt = (
"child, minor, underage, youthful, low quality, blurry, distorted anatomy, "
"extra limbs, duplicated body parts, fused anatomy, watermark, logo, text"
)
generator = torch.Generator(device=DEVICE).manual_seed(42)
image = pipe(
prompt=prompt,
negative_prompt=negative_prompt,
width=928,
height=1328,
num_inference_steps=8,
true_cfg_scale=1.0,
generator=generator,
).images[0]
image.save("korean_female_anatomy_realism_v1.png")</details>
<details> <summary><strong>▶ Afficher le code Python à faible VRAM</strong></summary>
"""Low-VRAM Qwen Image 2512 + Korean Female Anatomy Realism LoRA v1."""
import gc
import math
import torch
from diffusers import DiffusionPipeline, FlowMatchEulerDiscreteScheduler
BASE_MODEL_ID = "Qwen/Qwen-Image-2512"
LIGHTNING_MODEL_ID = "lightx2v/Qwen-Image-2512-Lightning"
LIGHTNING_WEIGHT_NAME = (
"Qwen-Image-2512-Lightning-4steps-V1.0-bf16.safetensors"
)
LORA_MODEL_ID = (
"perpetual3x/Qwen-Image-Korean-Female-Anatomy-Realism-NSFW-LoRA-v1"
)
LORA_WEIGHT_NAME = "krvulva.safetensors"
DTYPE = torch.bfloat16
LORA_SCALE = 0.9
scheduler_config = {
"base_image_seq_len": 256,
"base_shift": math.log(3),
"invert_sigmas": False,
"max_image_seq_len": 8192,
"max_shift": math.log(3),
"num_train_timesteps": 1000,
"shift": 1.0,
"shift_terminal": None,
"stochastic_sampling": False,
"time_shift_type": "exponential",
"use_beta_sigmas": False,
"use_dynamic_shifting": True,
"use_exponential_sigmas": False,
"use_karras_sigmas": False,
}
gc.collect()
if torch.cuda.is_available():
torch.cuda.empty_cache()
scheduler = FlowMatchEulerDiscreteScheduler.from_config(scheduler_config)
pipe = DiffusionPipeline.from_pretrained(
BASE_MODEL_ID,
scheduler=scheduler,
torch_dtype=DTYPE,
low_cpu_mem_usage=True,
)
pipe.load_lora_weights(
LIGHTNING_MODEL_ID,
weight_name=LIGHTNING_WEIGHT_NAME,
adapter_name="lightning",
)
pipe.fuse_lora(adapter_names=["lightning"], lora_scale=1.0)
pipe.unload_lora_weights()
pipe.load_lora_weights(
LORA_MODEL_ID,
weight_name=LORA_WEIGHT_NAME,
adapter_name="korean_anatomy_v1",
)
pipe.set_adapters(["korean_anatomy_v1"], adapter_weights=[LORA_SCALE])
pipe.enable_sequential_cpu_offload()
pipe.vae.enable_tiling()
pipe.vae.enable_slicing()
prompt = (
"A realistic photograph of a clearly adult Korean woman, coherent "
"external female anatomy, natural pelvic structure, unretouched skin "
"texture, physically plausible pose, soft natural light"
)
negative_prompt = (
"child, minor, underage, youthful, low quality, blurry, distorted anatomy, "
"extra limbs, duplicated body parts, fused anatomy, watermark, logo, text"
)
generator = torch.Generator(device="cpu").manual_seed(42)
image = pipe(
prompt=prompt,
negative_prompt=negative_prompt,
width=768,
height=1024,
num_inference_steps=8,
true_cfg_scale=1.0,
generator=generator,
).images[0]
image.save("korean_female_anatomy_realism_v1_low_vram.png")</details>
🔞 Utilisation responsable
Ce modèle est exclusivement destiné à un travail créatif adulte, légal et consensuel. Ne l'utilisez pas pour sexualiser des mineurs ou des personnes d'apparence juvénile, créer du contenu non consenti ou exploiteur, représenter une personne réelle identifiable sans autorisation, harceler ou diffamer, produire du contenu illégal ou contourner les règles d'une plateforme.
Il incombe aux utilisateurs de s'assurer que leurs prompts, leurs sources et leurs contenus générés respectent les lois applicables ainsi que les règles des plateformes.
Licence et droits d'auteur
Ce LoRA peut être utilisé uniquement à des fins personnelles et non commerciales. Consultez le fichier LICENSE du dépôt pour connaître l'intégralité des conditions.
Pour toute demande de licence commerciale, tout retour technique utile ou toute idée de projet réellement nouvelle, veuillez contacter le propriétaire du dépôt.
</details>
<details name="language-version"> <summary><strong>🌎 Español latinoamericano - mostrar la versión completa</strong></summary>
LoRA NSFW de realismo anatómico femenino coreano para Qwen Image v1
El capítulo anatómico final: contexto coreano, estructura natural y realismo sin diplomacia cosmética.
Nota sobre el idioma: esta publicación trata de Corea, pero no incluye una edición en coreano; no porque el idioma importe menos, sino porque no lo hablo. El inglés es mi lengua materna; también hablo francés y español, y he estudiado japonés y chino a nivel principiante. El coreano, sin embargo, queda fuera de mis competencias actuales. Producir una traducción automática llena de seguridad sería fácil. Publicarla como si expresara mi propia voz sería menos respetuoso que reconocer el límite. Si aparece una edición coreana más adelante, debería prepararla o revisarla cuidadosamente alguien que realmente sepa dónde corresponde cada partícula.
Advertencia de contenido para adultos: este repositorio contiene imágenes explícitas generadas por IA y está destinado exclusivamente a adultos. Todas las personas descritas en los ejemplos y prompts de referencia son adultas.
La última pieza de la serie
Esta es la publicación final de mi serie de anatomía y realismo humano. Europa Occidental y Estados Unidos abrieron el capítulo visual más amplio; Japón y China siguieron con estudios regionales de anatomía femenina; y el proyecto de anatomía masculina aportó la mitad de la humanidad que los modelos de imagen reducen con demasiada frecuencia a mármol pulido o fontanería improvisada. Corea encaja ahora la quinta y última pieza. No quedó al final porque importe menos, sino porque todo rompecabezas necesita una pieza que haga que la imagen se lea de pronto como completa; después de examinar tanta anatomía generada, tanto el autor como la GPU Blackwell se han ganado el derecho a dejar de fingir que la topología es una actividad recreativa.
La serie termina aquí de forma deliberada. Cada modelo podrá seguir mejorando, pero el conjunto previsto está completo: realismo occidental y anatomía japonesa, china, coreana y masculina ocupan ahora la misma imagen terminada. Durante un tiempo pienso descansar la vista, salir y contemplar paisajes en los que nadie necesite un número de seed, un peso de adaptador ni una discusión detallada sobre continuidad de tejidos.
El contexto coreano merece algo mejor que un ajuste de fábrica
La cultura visual coreana se mueve con naturalidad entre patios hanok, talleres de celadón, humedales costeros, templos de montaña, piedra oscurecida por la lluvia, interiores modernos y luces urbanas densas. Un modelo capaz de reproducir todo eso no debería llegar al cuerpo humano y sustituir de pronto la observación por un marcador liso y vagamente seguro de sí mismo.
Este LoRA se centra en anatomía adulta realista de Asia Oriental, con especial énfasis de entrenamiento en mujeres coreanas y contexto fotográfico coreano. Eso describe el conjunto de datos y su distribución visual; no afirma que millones de personas compartan un rostro, un cuerpo o una configuración de fábrica.
Realismo sin diplomacia cosmética
Los sistemas de belleza son excelentes para pulir superficies. La anatomía hace una pregunta menos glamurosa: ¿todo sigue conectado, proporcionado y físicamente plausible después de que iluminación, pose, gravedad y ángulo de cámara hayan terminado de negociar? La textura de la piel, los pliegues, la compresión, el vello corporal y la asimetría cotidiana no son fallos de renderizado. Son pruebas de que al cuerpo se le permitió seguir siendo cuerpo.
Por ello, este modelo busca anatomía externa creíble en lugar de perfección cosmética. Está entrenado para conservar la continuidad visual entre vulva, región clitoriana, perineo, ano, pelvis y tejidos circundantes, tanto en estudios anatómicos directos como en composiciones ambientales más amplias.
Lo que este LoRA suele mejorar
- anatomía femenina adulta externa realista en contextos coreanos y, en general, de Asia Oriental
- relaciones más coherentes entre vulva, región clitoriana, perineo, ano, pelvis y tejidos circundantes
- textura natural de la piel, compresión de tejidos, vello púbico, pliegues y asimetría cotidiana
- estabilidad anatómica en fotografía adulta explícita, escenarios tradicionales coreanos, exteriores e interiores contemporáneos
- control mediante lenguaje natural sin palabra de activación dedicada
- uso flexible, por sí solo o junto a otro LoRA compatible de personaje adulto, identidad, estilo o NSFW
Este es un LoRA de anatomía y realismo. Puede funcionar solo cuando el prompt aporta el sujeto adulto, la escena y la composición, o actuar como especialista junto a otro LoRA NSFW. Al combinar adaptadores, permita que el LoRA principal establezca la identidad o el estilo y use este modelo solo con la intensidad necesaria para recuperar la coherencia anatómica.
Detalles del entrenamiento
Uso recomendado
- Pipeline recomendado: Qwen Image 2512 T2I
- Función recomendada: adaptador autónomo de realismo/anatomía o especialista anatómico secundario junto a otro LoRA adulto compatible
- Prompting: utilice inglés descriptivo normal; no se requiere palabra de activación
- Peso sugerido: comience alrededor de
0.8-1.2y ajústelo según pose, distancia de cámara, seed y demás LoRA activos - Uso autónomo: describa claramente el sujeto adulto, el contexto coreano o de Asia Oriental, el ángulo, la pose y las estructuras anatómicas que deben permanecer visibles
- Al combinar adaptadores: empiece cerca de
0.8, conserve primero la identidad y el lenguaje visual del LoRA principal y aumente este modelo solo hasta estabilizar la corrección anatómica
Limitaciones conocidas
El conjunto de entrenamiento es mucho más amplio que el de las publicaciones regionales anteriores, pero 5,822 imágenes todavía no derogan la geometría, la gravedad ni las malas seeds.
- las poses frontales, posteriores y laterales comprimidas difíciles pueden fallar bajo escorzos u oclusiones severos
- pesos muy altos pueden repetir rasgos corporales, texturas, poses, iluminación o señales ambientales coreanas
- el contexto regional puede filtrarse cuando el adaptador se fuerza demasiado
- es correctivo, no mágico: una geometría imposible, cuerpos duplicados o fallos graves de extremidades no siempre pueden repararse
- los primeros planos y los retratos ambientales pueden necesitar pesos distintos
- una sola seed no demuestra consistencia; compare varias seeds y ángulos
Ejemplos
Todos los ejemplos representan mujeres claramente adultas. El prompt de portada no se incluye. Los ocho casos se reproducen a continuación; sus prompts exactos, conservados en inglés para poder utilizarlos directamente, aparecen en la versión inglesa mostrada más abajo.
Ejemplo 1 — Taller de celadón de Icheon
Prompt
a clearly adult Korean woman age 49 with a slender mature build, a white hemp hanbok robe hanging open and secured behind the hips so no fabric crosses the pelvis, leaning forward with both hands on a low soban table while both feet remain grounded in a pottery workshop in Icheon, surrounded by celadon vessels, clay tools and kiln light. a ground-level rear view looks gently upward beneath the pelvis without hiding the surrounding scene; the anal opening is genuinely readable rather than implied by the gluteal cleft, and the perineum continues coherently toward the vulva. summer sunlight broken by leaves and moving clouds, natural editorial photography with precise anatomy and gentle depth of field; a traditional embroidered cushion and bojagi wrapping cloth add controlled color. Accurate clearly adult proportions, realistic hands and feet, no additional people, no text, no logo, no watermark.
Ejemplo 2 — Bahía de Suncheon en carmesí
Prompt
a clearly adult Korean woman age 43 with a compact muscular build, a crimson silk chima untied and pooled around her feet, its matching jeogori worn open, lying on her left side with the lower leg extended and the upper leg supported on a cushion near the reeds of Suncheon Bay, with distant wetlands, birds and a broad luminous sky. a wide lateral composition shows the full body line and cultural setting without obstruction; the vulva, clitoral hood and perineum remain coherent in profile with realistic labial compression and pubic attachment. gentle overcast daylight preserving realistic skin texture, contemporary fine-art realism with authentic material textures and soft asymmetry; a small vase of plum blossoms echoes the season without distracting from the figure. Accurate clearly adult proportions, realistic hands and feet, no additional people, no text, no logo, no watermark.
Ejemplo 3 — Jardín invernal de cítricos
Prompt
This intimate documentary-style image records an adult nude Korean woman with realistic proportions and natural skin texture resting on both hands on a long wooden table while turning toward an unseen sound inside a tiled winter garden with citrus trees and a long iron bench. Her softly tousled hair reinforces the unpolished mood. The viewpoint is frontal but slightly off-center, leaving room for reflected light and negative space. North-window light falls softly across the body and leaves the room in gentle shadow. The visual language is cinematic but intimate, with gentle lens softness and believable environmental detail. The image feels intimate without becoming glossy or theatrical. Avoid plastic skin, exaggerated symmetry or fashion retouching; retain natural variation and small imperfections.
Ejemplo 4 — Hotel desvaído y espejo
Prompt
This poetic environmental portrait features an adult nude Korean woman with a natural, unretouched appearance resting on both hands on a long wooden table while turning toward an unseen sound inside a faded hotel room with patterned wallpaper and a tall mirror. Her hair is gathered away from her face, leaving the gesture clearly readable. The camera holds a natural eye-level perspective with no exaggerated foreshortening. Backlight through linen curtains outlines the figure while reflected fill retains detail. Its palette is desaturated and painterly, with gentle contrast and no commercial retouching. The atmosphere suggests solitude and an unforced connection with the surrounding place. Preserve full-body continuity, natural hands and feet, plausible weight distribution and understated expression.
Ejemplo 5 — Muro de un huerto abandonado
Prompt
A restrained editorial figure study depicts an adult nude Korean woman integrated quietly into the surrounding environment resting on a low stone wall with both feet touching the ground and her torso turned toward the horizon at the edge of an abandoned orchard overlooking a wide agricultural plain. A few damp strands of hair rest naturally against her face and shoulders. A broad side-on composition emphasizes rhythm, balance and environmental texture. Open shade beneath the trees provides even illumination while the distance remains luminous. The print-like finish preserves natural asymmetry, folds and minor real-world imperfections. The emotional tone is reflective and slightly melancholic. Maintain one coherent adult body, natural joints, believable balance and realistic proportions.
Ejemplo 6 — Flores después de la lluvia
Prompt
The image presents an adult nude Korean woman whose presence feels candid and unperformed lying across a smooth boulder warmed by the remaining daylight on an orchard path covered with fallen blossoms after a spring shower. Her softly tousled hair reinforces the unpolished mood. A distant medium-format composition lets weather and place occupy most of the frame. Soft overcast daylight wraps the figure without hard highlights. The result resembles restrained 35 mm color-negative film, with fine grain, muted saturation and honest texture. The gesture reads as a private moment observed with care and distance. Keep the gesture physically achievable and the relationship between body, gravity and support convincing.
Ejemplo 7 — Pabellón de invierno abandonado
Prompt
This poetic environmental portrait features an adult nude Korean woman treated as a classical figure study reclining on a long bench beneath tall windows and damaged plaster inside an abandoned winter pavilion with cracked tiles and fogged glass. Her loose hair follows the turn of her head. The camera looks through foreground leaves or fabric, adding a restrained sense of depth. Pale winter light enters through damaged glass and settles quietly across the architecture. The print-like finish preserves natural asymmetry, folds and minor real-world imperfections. The environment and figure share equal visual importance, producing a calm sense of scale. Maintain one coherent adult body, natural joints, believable balance and realistic proportions.
Ejemplo 8 — Columnata después de la lluvia
Prompt
A museum-minded portrait observes an adult nude Korean woman integrated quietly into the surrounding environment reclining on a long bench beneath tall windows and damaged plaster beneath a concrete colonnade after rain, with reflections across the floor. Her hair is tied back in a simple, practical knot. A waist-level side view follows the natural line of the gesture. Late-day light catches the upper walls while reflected fill remains soft below. The visual language is cinematic but intimate, with gentle lens softness and believable environmental detail. The composition balances bodily presence with landscape-driven stillness. Maintain one coherent adult body, natural joints, believable balance and realistic proportions.
1,000 prompts de prueba en contexto coreano
El archivo descargable `krvulva_traditional_korea_1000.txt` contiene 1,000 prompts que abarcan vestimenta tradicional coreana, interiores, paisajes, talleres, templos, costas, luz estacional y pruebas de cámara centradas en anatomía. Son material de prueba, no una promesa de que cada seed se comportará como ciudadano ejemplar.
🌍 La última pieza ya está colocada
Esta publicación coreana coloca la quinta y última pieza de la serie de anatomía y realismo humano: occidental, japonesa, china, coreana y masculina. Ya he pasado suficiente tiempo comparando seeds, geometría pélvica, luz ambiental y opiniones privadas de la gravedad como para merecer un breve período de desempleo visual voluntario. Los modelos pueden seguir generando; yo salgo afuera. Si tiene una idea verdaderamente nueva, un informe de fallo útil o una dirección que valga la pena explorar después del descanso, puede contactarme mediante el repositorio. Las buenas ideas siguen siendo interesantes incluso cuando el autor se niega temporalmente a inspeccionar nada con un zoom del 800 %.
🚀 Código de referencia — Qwen-Image-2512 T2I
Los archivos descargables `reference.py` y `reference_low_vram.py` cargan Qwen-Image-2512 en BF16, fusionan el adaptador Lightning comunitario y aplican este LoRA coreano sin activador. Para la versión estándar se recomienda una GPU CUDA con mucha memoria.
Instalación
pip install -U diffusers transformers accelerate peft safetensors<details> <summary><strong>▶ Mostrar el código Python estándar</strong></summary>
"""Qwen Image 2512 + Korean Female Anatomy Realism LoRA v1."""
import math
import torch
from diffusers import DiffusionPipeline, FlowMatchEulerDiscreteScheduler
BASE_MODEL_ID = "Qwen/Qwen-Image-2512"
LIGHTNING_MODEL_ID = "lightx2v/Qwen-Image-2512-Lightning"
LIGHTNING_WEIGHT_NAME = (
"Qwen-Image-2512-Lightning-4steps-V1.0-bf16.safetensors"
)
LORA_MODEL_ID = (
"perpetual3x/Qwen-Image-Korean-Female-Anatomy-Realism-NSFW-LoRA-v1"
)
LORA_WEIGHT_NAME = "krvulva.safetensors"
DEVICE = "cuda"
DTYPE = torch.bfloat16
LORA_SCALE = 0.9
scheduler_config = {
"base_image_seq_len": 256,
"base_shift": math.log(3),
"invert_sigmas": False,
"max_image_seq_len": 8192,
"max_shift": math.log(3),
"num_train_timesteps": 1000,
"shift": 1.0,
"shift_terminal": None,
"stochastic_sampling": False,
"time_shift_type": "exponential",
"use_beta_sigmas": False,
"use_dynamic_shifting": True,
"use_exponential_sigmas": False,
"use_karras_sigmas": False,
}
scheduler = FlowMatchEulerDiscreteScheduler.from_config(scheduler_config)
pipe = DiffusionPipeline.from_pretrained(
BASE_MODEL_ID,
scheduler=scheduler,
torch_dtype=DTYPE,
).to(DEVICE)
pipe.load_lora_weights(
LIGHTNING_MODEL_ID,
weight_name=LIGHTNING_WEIGHT_NAME,
adapter_name="lightning",
)
pipe.fuse_lora(adapter_names=["lightning"], lora_scale=1.0)
pipe.unload_lora_weights()
pipe.load_lora_weights(
LORA_MODEL_ID,
weight_name=LORA_WEIGHT_NAME,
adapter_name="korean_anatomy_v1",
)
pipe.set_adapters(["korean_anatomy_v1"], adapter_weights=[LORA_SCALE])
prompt = (
"A realistic photograph of a clearly adult Korean woman, coherent "
"external female anatomy, natural pelvic structure, unretouched skin "
"texture, physically plausible pose, soft natural light"
)
negative_prompt = (
"child, minor, underage, youthful, low quality, blurry, distorted anatomy, "
"extra limbs, duplicated body parts, fused anatomy, watermark, logo, text"
)
generator = torch.Generator(device=DEVICE).manual_seed(42)
image = pipe(
prompt=prompt,
negative_prompt=negative_prompt,
width=928,
height=1328,
num_inference_steps=8,
true_cfg_scale=1.0,
generator=generator,
).images[0]
image.save("korean_female_anatomy_realism_v1.png")</details>
<details> <summary><strong>▶ Mostrar el código Python para poca VRAM</strong></summary>
"""Low-VRAM Qwen Image 2512 + Korean Female Anatomy Realism LoRA v1."""
import gc
import math
import torch
from diffusers import DiffusionPipeline, FlowMatchEulerDiscreteScheduler
BASE_MODEL_ID = "Qwen/Qwen-Image-2512"
LIGHTNING_MODEL_ID = "lightx2v/Qwen-Image-2512-Lightning"
LIGHTNING_WEIGHT_NAME = (
"Qwen-Image-2512-Lightning-4steps-V1.0-bf16.safetensors"
)
LORA_MODEL_ID = (
"perpetual3x/Qwen-Image-Korean-Female-Anatomy-Realism-NSFW-LoRA-v1"
)
LORA_WEIGHT_NAME = "krvulva.safetensors"
DTYPE = torch.bfloat16
LORA_SCALE = 0.9
scheduler_config = {
"base_image_seq_len": 256,
"base_shift": math.log(3),
"invert_sigmas": False,
"max_image_seq_len": 8192,
"max_shift": math.log(3),
"num_train_timesteps": 1000,
"shift": 1.0,
"shift_terminal": None,
"stochastic_sampling": False,
"time_shift_type": "exponential",
"use_beta_sigmas": False,
"use_dynamic_shifting": True,
"use_exponential_sigmas": False,
"use_karras_sigmas": False,
}
gc.collect()
if torch.cuda.is_available():
torch.cuda.empty_cache()
scheduler = FlowMatchEulerDiscreteScheduler.from_config(scheduler_config)
pipe = DiffusionPipeline.from_pretrained(
BASE_MODEL_ID,
scheduler=scheduler,
torch_dtype=DTYPE,
low_cpu_mem_usage=True,
)
pipe.load_lora_weights(
LIGHTNING_MODEL_ID,
weight_name=LIGHTNING_WEIGHT_NAME,
adapter_name="lightning",
)
pipe.fuse_lora(adapter_names=["lightning"], lora_scale=1.0)
pipe.unload_lora_weights()
pipe.load_lora_weights(
LORA_MODEL_ID,
weight_name=LORA_WEIGHT_NAME,
adapter_name="korean_anatomy_v1",
)
pipe.set_adapters(["korean_anatomy_v1"], adapter_weights=[LORA_SCALE])
pipe.enable_sequential_cpu_offload()
pipe.vae.enable_tiling()
pipe.vae.enable_slicing()
prompt = (
"A realistic photograph of a clearly adult Korean woman, coherent "
"external female anatomy, natural pelvic structure, unretouched skin "
"texture, physically plausible pose, soft natural light"
)
negative_prompt = (
"child, minor, underage, youthful, low quality, blurry, distorted anatomy, "
"extra limbs, duplicated body parts, fused anatomy, watermark, logo, text"
)
generator = torch.Generator(device="cpu").manual_seed(42)
image = pipe(
prompt=prompt,
negative_prompt=negative_prompt,
width=768,
height=1024,
num_inference_steps=8,
true_cfg_scale=1.0,
generator=generator,
).images[0]
image.save("korean_female_anatomy_realism_v1_low_vram.png")</details>
🔞 Uso responsable
Este modelo está destinado exclusivamente a trabajo creativo adulto, legal y consensuado. No lo utilice para sexualizar menores o personas de apariencia juvenil, crear contenido no consentido o explotador, representar a una persona real identificable sin permiso, acosar o difamar, producir contenido ilegal ni eludir las normas de una plataforma.
Los usuarios son responsables de garantizar que sus prompts, materiales de origen y contenidos generados cumplan las leyes aplicables y las políticas de las plataformas.
Licencia y derechos de autor
Este LoRA solo puede utilizarse con fines personales y no comerciales. Consulte el archivo LICENSE del repositorio para conocer las condiciones completas.
Para consultas sobre licencias comerciales, comentarios técnicos útiles o ideas de proyecto verdaderamente nuevas, contacte al propietario del repositorio.
</details>
Qwen Image Korean Female Anatomy Realism - NSFW LoRA v1
The final anatomy chapter—Korean context, natural structure, and realism without cosmetic diplomacy.
Adult content warning: This repository contains explicit AI-generated imagery and is intended only for adults. Every person described in the examples and reference prompts is an adult.
The Final Piece of the Series
This is the final release in my anatomy-and-human-realism series. Western Europe and America opened the wider visual chapter; Japan and China followed with regional female-anatomy studies; the male-anatomy project supplied the half of humanity that image models too often reduce to either polished marble or improvised plumbing. Korea now locks the fifth and final piece into place. It is not last because it matters least. It is last because every puzzle needs one piece that makes the picture suddenly read as complete - and after examining this much generated anatomy, both the author and the Blackwell GPU have earned the right to stop pretending that topology is a leisure activity.
The series ends here deliberately. Individual models may continue to improve, but the planned set is complete: Western, Japanese, Chinese, Korean and male anatomy now occupy the same finished picture. For a while, I plan to rest my eyes, go outside, and look at landscapes in which nobody needs a seed number, an adapter weight, or a detailed discussion of tissue continuity.
Korean Context Deserves More Than a Factory Preset
Korean visual culture moves easily between hanok courtyards, celadon workshops, coastal wetlands, mountain temples, rain-dark stone, modern interiors, and dense urban light. A model capable of rendering all of that should not reach the human body and suddenly replace observation with a smooth, vaguely confident placeholder.
This LoRA focuses on realistic adult East Asian anatomy, with its strongest training emphasis on Korean women and Korean photographic context. That describes the dataset and its visual distribution—not a claim that millions of people share one face, one body, or one factory configuration.
Realism Without Cosmetic Diplomacy
Beauty systems are very good at polishing surfaces. Anatomy asks a less glamorous question: does everything remain connected, proportioned, and physically plausible after the lighting, pose, gravity, and camera angle have finished negotiating? Skin texture, folds, compression, body hair, and ordinary asymmetry are not rendering failures. They are evidence that the body was allowed to remain a body.
This model therefore aims for believable external anatomy rather than cosmetic perfection. It is trained to preserve the visual continuity among the vulva, clitoral region, perineum, anus, pelvis, and surrounding tissue across both direct anatomical studies and wider environmental compositions.
What this LoRA tends to improve
- Realistic external adult female anatomy in Korean and broader East Asian visual contexts
- More coherent relationships among the vulva, clitoral region, perineum, anus, pelvis, and surrounding tissue
- Natural skin texture, tissue compression, pubic hair, folds, and ordinary asymmetry
- Anatomical stability in explicit adult photography, traditional Korean settings, outdoor environments, and contemporary interiors
- Natural-language control without a dedicated trigger word
- Flexible use either on its own or alongside another compatible adult character, identity, style, or NSFW LoRA
This is an anatomy-and-realism LoRA. It can work alone when the prompt supplies the adult subject, scene, and composition, or it can act as a specialist beside another NSFW LoRA. When stacking adapters, let the primary LoRA establish identity or style and use this model only as strongly as needed to restore anatomical coherence.
Training details
Recommended use
- Recommended pipeline: Qwen Image 2512 T2I
- Recommended role: Standalone realism/anatomy adapter or secondary anatomy specialist beside another compatible adult LoRA
- Prompting: Use ordinary descriptive English; no trigger word is required
- Suggested weight: Start around
0.8-1.2, then adjust for the pose, camera distance, seed, and any other active LoRA - For standalone use: Describe the clearly adult subject, Korean or East Asian context, camera angle, pose, and the anatomical structures that must remain visible
- When stacking adapters: Begin near
0.8, preserve the main LoRA's identity and visual language first, then raise this model only until the anatomical correction becomes stable
Known limitations
The training set is considerably broader than the earlier regional releases, but 5,822 images still do not repeal geometry, gravity, or bad seeds.
- Difficult front, rear, and compressed side poses can still fail: Anatomy may merge, flatten, shift, or become visually ambiguous under severe foreshortening or occlusion.
- Very high weights may become overconfident: Repeated body traits, skin texture, poses, lighting, or Korean environmental cues can begin to dominate unrelated prompts.
- Regional context can leak: Hanok architecture, traditional textiles, subdued editorial light, or familiar facial tendencies may appear when the adapter is pushed too strongly.
- It is corrective, not magical: Impossible pelvis geometry, duplicated bodies, severe limb failures, or heavy obstruction cannot always be repaired by one adapter.
- Close studies and environmental portraits need different settings: A weight that works for a direct anatomical stress test may be excessive in a full-body landscape.
- No single seed proves consistency: A beautiful exception is still an exception. Compare several seeds and angles before promoting one frame to scientific doctrine.
Examples
All examples depict clearly adult women. The cover prompt is not included. The following eight test cases include their prompts so the model can be evaluated rather than merely admired.
Example 1 — Icheon Celadon Workshop
Prompt
a clearly adult Korean woman age 49 with a slender mature build, a white hemp hanbok robe hanging open and secured behind the hips so no fabric crosses the pelvis, leaning forward with both hands on a low soban table while both feet remain grounded in a pottery workshop in Icheon, surrounded by celadon vessels, clay tools and kiln light. a ground-level rear view looks gently upward beneath the pelvis without hiding the surrounding scene; the anal opening is genuinely readable rather than implied by the gluteal cleft, and the perineum continues coherently toward the vulva. summer sunlight broken by leaves and moving clouds, natural editorial photography with precise anatomy and gentle depth of field; a traditional embroidered cushion and bojagi wrapping cloth add controlled color. Accurate clearly adult proportions, realistic hands and feet, no additional people, no text, no logo, no watermark.
Example 2 — Suncheon Bay in Crimson
Prompt
a clearly adult Korean woman age 43 with a compact muscular build, a crimson silk chima untied and pooled around her feet, its matching jeogori worn open, lying on her left side with the lower leg extended and the upper leg supported on a cushion near the reeds of Suncheon Bay, with distant wetlands, birds and a broad luminous sky. a wide lateral composition shows the full body line and cultural setting without obstruction; the vulva, clitoral hood and perineum remain coherent in profile with realistic labial compression and pubic attachment. gentle overcast daylight preserving realistic skin texture, contemporary fine-art realism with authentic material textures and soft asymmetry; a small vase of plum blossoms echoes the season without distracting from the figure. Accurate clearly adult proportions, realistic hands and feet, no additional people, no text, no logo, no watermark.
Example 3 — Citrus Winter Garden
Prompt
This intimate documentary-style image records an adult nude Korean woman with realistic proportions and natural skin texture resting on both hands on a long wooden table while turning toward an unseen sound inside a tiled winter garden with citrus trees and a long iron bench. Her softly tousled hair reinforces the unpolished mood. The viewpoint is frontal but slightly off-center, leaving room for reflected light and negative space. North-window light falls softly across the body and leaves the room in gentle shadow. The visual language is cinematic but intimate, with gentle lens softness and believable environmental detail. The image feels intimate without becoming glossy or theatrical. Avoid plastic skin, exaggerated symmetry or fashion retouching; retain natural variation and small imperfections.
Example 4 — Faded Hotel and Mirror
Prompt
This poetic environmental portrait features an adult nude Korean woman with a natural, unretouched appearance resting on both hands on a long wooden table while turning toward an unseen sound inside a faded hotel room with patterned wallpaper and a tall mirror. Her hair is gathered away from her face, leaving the gesture clearly readable. The camera holds a natural eye-level perspective with no exaggerated foreshortening. Backlight through linen curtains outlines the figure while reflected fill retains detail. Its palette is desaturated and painterly, with gentle contrast and no commercial retouching. The atmosphere suggests solitude and an unforced connection with the surrounding place. Preserve full-body continuity, natural hands and feet, plausible weight distribution and understated expression.
Example 5 — Abandoned Orchard Wall
Prompt
A restrained editorial figure study depicts an adult nude Korean woman integrated quietly into the surrounding environment resting on a low stone wall with both feet touching the ground and her torso turned toward the horizon at the edge of an abandoned orchard overlooking a wide agricultural plain. A few damp strands of hair rest naturally against her face and shoulders. A broad side-on composition emphasizes rhythm, balance and environmental texture. Open shade beneath the trees provides even illumination while the distance remains luminous. The print-like finish preserves natural asymmetry, folds and minor real-world imperfections. The emotional tone is reflective and slightly melancholic. Maintain one coherent adult body, natural joints, believable balance and realistic proportions.
Example 6 — Blossoms After Rain
Prompt
The image presents an adult nude Korean woman whose presence feels candid and unperformed lying across a smooth boulder warmed by the remaining daylight on an orchard path covered with fallen blossoms after a spring shower. Her softly tousled hair reinforces the unpolished mood. A distant medium-format composition lets weather and place occupy most of the frame. Soft overcast daylight wraps the figure without hard highlights. The result resembles restrained 35 mm color-negative film, with fine grain, muted saturation and honest texture. The gesture reads as a private moment observed with care and distance. Keep the gesture physically achievable and the relationship between body, gravity and support convincing.
Example 7 — Abandoned Winter Pavilion
Prompt
This poetic environmental portrait features an adult nude Korean woman treated as a classical figure study reclining on a long bench beneath tall windows and damaged plaster inside an abandoned winter pavilion with cracked tiles and fogged glass. Her loose hair follows the turn of her head. The camera looks through foreground leaves or fabric, adding a restrained sense of depth. Pale winter light enters through damaged glass and settles quietly across the architecture. The print-like finish preserves natural asymmetry, folds and minor real-world imperfections. The environment and figure share equal visual importance, producing a calm sense of scale. Maintain one coherent adult body, natural joints, believable balance and realistic proportions.
Example 8 — Colonnade After Rain
Prompt
A museum-minded portrait observes an adult nude Korean woman integrated quietly into the surrounding environment reclining on a long bench beneath tall windows and damaged plaster beneath a concrete colonnade after rain, with reflections across the floor. Her hair is tied back in a simple, practical knot. A waist-level side view follows the natural line of the gesture. Late-day light catches the upper walls while reflected fill remains soft below. The visual language is cinematic but intimate, with gentle lens softness and believable environmental detail. The composition balances bodily presence with landscape-driven stillness. Maintain one coherent adult body, natural joints, believable balance and realistic proportions.
1,000 Korean Context Test Prompts
The downloadable `krvulva_traditional_korea_1000.txt` contains 1,000 prompts spanning traditional Korean clothing, interiors, landscapes, workshops, temples, coastlines, seasonal light, and anatomy-focused camera tests. They are test material, not a promise that every seed will behave like a model citizen.
🌍 The Last Piece Is In
This Korean release places the fifth and final piece into the anatomy-and-human-realism series: Western, Japanese, Chinese, Korean and male. I have now spent enough time comparing seeds, pelvis geometry, environmental light, and the private opinions of gravity to qualify for a short period of deliberate visual unemployment. The models can continue generating; I am going outside. If you have a genuinely new idea, a useful failure report, or a direction worth exploring after the rest period, you are welcome to contact me through the repository. Good ideas remain interesting even when the author is temporarily refusing to inspect anything at 800% zoom.
🚀 Reference Code - Qwen-Image-2512 T2I
The downloadable reference.py and reference_low_vram.py load Qwen-Image-2512 in BF16, fuse the community Lightning adapter, and apply this triggerless Korean anatomy-realism LoRA. A high-memory CUDA GPU is recommended for the standard version.
Installation
pip install -U diffusers transformers accelerate peft safetensors<details> <summary><strong>▶ Show Standard Python Reference</strong></summary>
"""Qwen Image 2512 + Korean Female Anatomy Realism LoRA v1."""
import math
import torch
from diffusers import DiffusionPipeline, FlowMatchEulerDiscreteScheduler
BASE_MODEL_ID = "Qwen/Qwen-Image-2512"
LIGHTNING_MODEL_ID = "lightx2v/Qwen-Image-2512-Lightning"
LIGHTNING_WEIGHT_NAME = (
"Qwen-Image-2512-Lightning-4steps-V1.0-bf16.safetensors"
)
LORA_MODEL_ID = (
"perpetual3x/Qwen-Image-Korean-Female-Anatomy-Realism-NSFW-LoRA-v1"
)
LORA_WEIGHT_NAME = "krvulva.safetensors"
DEVICE = "cuda"
DTYPE = torch.bfloat16
LORA_SCALE = 0.9
scheduler_config = {
"base_image_seq_len": 256,
"base_shift": math.log(3),
"invert_sigmas": False,
"max_image_seq_len": 8192,
"max_shift": math.log(3),
"num_train_timesteps": 1000,
"shift": 1.0,
"shift_terminal": None,
"stochastic_sampling": False,
"time_shift_type": "exponential",
"use_beta_sigmas": False,
"use_dynamic_shifting": True,
"use_exponential_sigmas": False,
"use_karras_sigmas": False,
}
scheduler = FlowMatchEulerDiscreteScheduler.from_config(scheduler_config)
pipe = DiffusionPipeline.from_pretrained(
BASE_MODEL_ID,
scheduler=scheduler,
torch_dtype=DTYPE,
).to(DEVICE)
pipe.load_lora_weights(
LIGHTNING_MODEL_ID,
weight_name=LIGHTNING_WEIGHT_NAME,
adapter_name="lightning",
)
pipe.fuse_lora(adapter_names=["lightning"], lora_scale=1.0)
pipe.unload_lora_weights()
pipe.load_lora_weights(
LORA_MODEL_ID,
weight_name=LORA_WEIGHT_NAME,
adapter_name="korean_anatomy_v1",
)
pipe.set_adapters(["korean_anatomy_v1"], adapter_weights=[LORA_SCALE])
# Natural language only: no trigger word is required.
prompt = (
"A realistic photograph of a clearly adult Korean woman, coherent "
"external female anatomy, natural pelvic structure, unretouched skin "
"texture, physically plausible pose, soft natural light"
)
negative_prompt = (
"child, minor, underage, youthful, low quality, blurry, distorted anatomy, "
"extra limbs, duplicated body parts, fused anatomy, watermark, logo, text"
)
generator = torch.Generator(device=DEVICE).manual_seed(42)
image = pipe(
prompt=prompt,
negative_prompt=negative_prompt,
width=928,
height=1328,
num_inference_steps=8,
true_cfg_scale=1.0,
generator=generator,
).images[0]
image.save("korean_female_anatomy_realism_v1.png")</details>
<details> <summary><strong>▶ Show Low-VRAM Python Reference</strong></summary>
"""Low-VRAM Qwen Image 2512 + Korean Female Anatomy Realism LoRA v1."""
import gc
import math
import torch
from diffusers import DiffusionPipeline, FlowMatchEulerDiscreteScheduler
BASE_MODEL_ID = "Qwen/Qwen-Image-2512"
LIGHTNING_MODEL_ID = "lightx2v/Qwen-Image-2512-Lightning"
LIGHTNING_WEIGHT_NAME = (
"Qwen-Image-2512-Lightning-4steps-V1.0-bf16.safetensors"
)
LORA_MODEL_ID = (
"perpetual3x/Qwen-Image-Korean-Female-Anatomy-Realism-NSFW-LoRA-v1"
)
LORA_WEIGHT_NAME = "krvulva.safetensors"
DTYPE = torch.bfloat16
LORA_SCALE = 0.9
scheduler_config = {
"base_image_seq_len": 256,
"base_shift": math.log(3),
"invert_sigmas": False,
"max_image_seq_len": 8192,
"max_shift": math.log(3),
"num_train_timesteps": 1000,
"shift": 1.0,
"shift_terminal": None,
"stochastic_sampling": False,
"time_shift_type": "exponential",
"use_beta_sigmas": False,
"use_dynamic_shifting": True,
"use_exponential_sigmas": False,
"use_karras_sigmas": False,
}
gc.collect()
if torch.cuda.is_available():
torch.cuda.empty_cache()
scheduler = FlowMatchEulerDiscreteScheduler.from_config(scheduler_config)
pipe = DiffusionPipeline.from_pretrained(
BASE_MODEL_ID,
scheduler=scheduler,
torch_dtype=DTYPE,
low_cpu_mem_usage=True,
)
pipe.load_lora_weights(
LIGHTNING_MODEL_ID,
weight_name=LIGHTNING_WEIGHT_NAME,
adapter_name="lightning",
)
pipe.fuse_lora(adapter_names=["lightning"], lora_scale=1.0)
pipe.unload_lora_weights()
pipe.load_lora_weights(
LORA_MODEL_ID,
weight_name=LORA_WEIGHT_NAME,
adapter_name="korean_anatomy_v1",
)
pipe.set_adapters(["korean_anatomy_v1"], adapter_weights=[LORA_SCALE])
pipe.enable_sequential_cpu_offload()
pipe.vae.enable_tiling()
pipe.vae.enable_slicing()
# Natural language only: no trigger word is required.
prompt = (
"A realistic photograph of a clearly adult Korean woman, coherent "
"external female anatomy, natural pelvic structure, unretouched skin "
"texture, physically plausible pose, soft natural light"
)
negative_prompt = (
"child, minor, underage, youthful, low quality, blurry, distorted anatomy, "
"extra limbs, duplicated body parts, fused anatomy, watermark, logo, text"
)
generator = torch.Generator(device="cpu").manual_seed(42)
image = pipe(
prompt=prompt,
negative_prompt=negative_prompt,
width=768,
height=1024,
num_inference_steps=8,
true_cfg_scale=1.0,
generator=generator,
).images[0]
image.save("korean_female_anatomy_realism_v1_low_vram.png")</details>
🔞 Responsible Use
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, useful technical feedback, or genuinely new project ideas, please contact the repository owner.