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Castor-Character-Polygon-LoRA-Flux

Check the demo here: https://huggingface.co/spaces/prithivMLmods/FLUX-LoRA-DLC

Prompt
Create a hyper-realistic 3D polygon character portrait of a woman in her early 30s with short, tousled platinum blonde hair. She has piercing blue eyes, pale skin with subtle freckles, and a sharp jawline. She wears a black leather jacket over a simple white t-shirt, giving off a contemporary, urban vibe. Her expression is confident and slightly rebellious, with a smirk playing on her lips. The lighting is dramatic, casting shadows on one side of her face and highlighting the texture of her skin and the gloss on her lips. The background is a cityscape at night with blurred lights, adding to the modern and edgy atmosphere.
Prompt
Create a highly realistic 3D polygon character portrait of an elderly man with gray hair and a well-kept beard. He has light blue eyes, deep facial wrinkles, and a kind but thoughtful expression. His skin shows signs of age with age spots and subtle imperfections, and he’s wearing a brown sweater. The lighting is soft and natural, emphasizing the wisdom and experience in his face. The background is a cozy indoor setting with warm tones.
Prompt
Generate a 3D polygon character portrait of a young woman in her late 20s with long, wavy red hair and fair skin covered in freckles. She has bright green eyes, a friendly smile, and a casual outfit—a light green sweater. The lighting highlights her natural features, especially the freckles across her nose and cheeks. The background is an outdoor park with sunlight filtering through the trees, creating a warm, inviting atmosphere.
Prompt
Create a 3D polygon character portrait of a young athletic man in his early 20s. He has short, curly black hair, dark brown eyes, and a clean-shaven face. His muscular build is visible through a sleeveless workout shirt, and his skin is glowing with sweat, hinting at recent physical activity. His expression is focused and intense. The lighting is dynamic, highlighting the contours of his muscles and the texture of his skin. The background is a gym setting, slightly out of focus
Prompt
Generate a 3D polygon character portrait of a woman in her mid-30s with a polished, sophisticated look. She has sleek, straight black hair pulled into a low bun, deep brown eyes, and a natural makeup look. Her skin is smooth, with a subtle glow, and she’s wearing a high-necked dark blue blouse. The lighting is soft and elegant, casting gentle highlights on her face. The background is minimalist, with soft, blurred tones that don’t distract from her poised expression.
Prompt
Create a realistic 3D polygon character portrait of a middle-aged man with a rugged appearance. He has short, dark hair with a bit of gray, a well-groomed beard, and striking hazel eyes. His skin shows signs of aging with visible lines, and he wears a black leather jacket. His expression is serious, and the lighting highlights the texture of his skin and the detail in his beard. The background is a dimly lit urban scene with soft shadows.
Prompt
Generate multiple side-angle shots of a highly realistic 3D polygon character portrait of a woman with dark brown, slicked-back hair. She has fair skin, full lips, and brown eyes with defined eyebrows. The facial texture is incredibly detailed, showcasing subtle pores, slight imperfections, and natural lighting on her skin. In the side angles, focus on her profile, capturing the sharpness of her jawline, the shape of her nose, and the texture of her hair. Keep the background neutral and simple, with soft lighting that accentuates the contours of her face.
Prompt
Create a realistic 3D polygon character portrait of a woman with blonde, wavy hair that falls over her shoulders. She has light skin, full lips, and striking green eyes. The woman is wearing elegant drop earrings and a red, sleeveless dress with a subtle neckline. Her expression is neutral yet confident. The lighting is soft and natural, emphasizing the texture of her skin and the shine in her hair. The background is dark and simple, keeping the focus on the woman’s face and upper body
Prompt
Create a highly detailed, realistic 3D polygon character portrait of a young man with piercing blue-green eyes, light stubble, and fair skin. He is wearing a backward red cap and small hoop earrings in both ears. The man has a serious expression, with slightly pursed lips. His hair is dark and appears to be wet under the cap. The lighting is soft, highlighting the texture of his skin, pores, and fine facial hair. The background is dark and blurry, allowing the focus to remain on the face of the character.

The model is still in the training phase. This is not the final version and may contain artifacts and perform poorly in some cases.

Model description

prithivMLmods/Castor-Character-Polygon-LoRA

Image Processing Parameters

Parameter Value Parameter Value
LR Scheduler constant Noise Offset 0.03
Optimizer AdamW Multires Noise Discount 0.1
Network Dim 64 Multires Noise Iterations 10
Network Alpha 32 Repeat & Steps 27 & 1.9K+
Epoch 15 Save Every N Epochs 1
Labeling: florence2-en(natural language & English)

Total Images Used for Training : 25+ [ Hi-RES ]

Data Source

https://search.muz.li/

Trigger words

You should use 3D Polygon to trigger the image generation.

You should use 3D Polygon Character to trigger the image generation.

Character Creation Prompts

Character Type Description
Hyper-Realistic Young Man "Create a hyper-realistic polygon 3D portrait of a young man in his late 20s. He has short, dark hair, deep blue eyes, and light stubble on his face. He wears a red cap, slightly worn, with a casual, loose-fitting t-shirt. His expression is neutral, with a focused gaze. The lighting highlights his detailed facial textures, showing light freckles and a slight sheen on his skin, adding to the realism. The background is out of focus, with industrial elements, giving a gritty, urban feel."
Elegant Woman in a Red Dress "Create a hyper-realistic polygon 3D portrait of an elegant woman in her early 30s. She has long, wavy blonde hair and wears a vibrant red evening gown with delicate earrings. Her expression is poised and confident, with soft makeup accentuating her features. The lighting highlights her clear skin and the slight shimmer of her dress. The background is a soft-focus dark texture, drawing attention to her serene yet powerful presence."
Realistic Woman with Wet Hair "Create a hyper-realistic polygon 3D portrait of a woman in her late 20s with dark brown, wet hair slicked back. She has golden-brown eyes and subtle freckles on her face. She wears minimal makeup, and her skin shows natural imperfections, adding to the realism. Her expression is neutral yet focused, with slightly parted lips. The lighting is soft and even, emphasizing the texture of her skin and wet hair. The background is a simple gray gradient, keeping the focus on her."
Modern-Day Woman with Short Hair "Create a hyper-realistic polygon 3D portrait of a woman in her early 30s with short, tousled platinum blonde hair. She has piercing blue eyes, pale skin with subtle freckles, and a sharp jawline. She wears a black leather jacket over a simple white t-shirt, giving off a contemporary, urban vibe. Her expression is confident and slightly rebellious, with a smirk playing on her lips. The lighting is dramatic, casting shadows on one side of her face and highlighting the texture of her skin and the gloss on her lips. The background is a cityscape at night with blurred lights, adding to the modern and edgy atmosphere."
Stylish Man with Beard and Glasses "Create a hyper-realistic polygon 3D portrait of a man in his mid-30s with neatly trimmed brown hair and a full beard. He wears black-rimmed glasses and a navy-blue suit with a crisp white shirt. His expression is serious yet approachable, with a slight furrow in his brow. The lighting highlights the texture of his beard and the slight glare on his glasses. The background is a blurred modern office environment, giving a professional yet relaxed tone."

Sample Image + Prompt

3D Character Portrait

Prompt
Create multiple side-angle shots of a highly realistic 3D polygon character portrait featuring a young woman with vibrant curly red hair and a light complexion. Her hair is voluminous, showcasing a variety of textured curls that catch the light beautifully. She has a face adorned with delicate freckles scattered across her cheeks and nose, contributing to her youthful appearance. Her striking green eyes are large and expressive, framed by long lashes that add depth to her gaze. She possesses soft, naturally colored lips that are slightly parted, enhancing her inviting demeanor. The character has an oval face shape with soft contours, complemented by a petite nose that adds to her delicate features. The side views should highlight the luxurious volume of her curls, allowing for dynamic play of light and shadow, emphasizing the texture and richness of her hair. The background should be neutral and unobtrusive, designed to enhance the vibrant red hues in her hair and the softness of her complexion. Soft, diffused lighting should be used to create an ethereal glow on her skin, emphasizing her freckles and adding a warm undertone that complements her overall look. Focus on capturing the intricate details of her features, including the reflections in her green eyes, the subtle blush on her cheeks, and the gentle curvature of her lips.

Setting Up

import torch
from pipelines import DiffusionPipeline

base_model = "black-forest-labs/FLUX.1-dev"
pipe = DiffusionPipeline.from_pretrained(base_model, torch_dtype=torch.bfloat16)

lora_repo = "prithivMLmods/Castor-Character-Polygon-LoRA"
trigger_word = "3D Polygon"  # Leave trigger_word blank if not used.
pipe.load_lora_weights(lora_repo)

device = torch.device("cuda")
pipe.to(device)

App File Structure

/project-root/

├── .gitattributes
├── README.md
├── app.py
├── pythonproject.py

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