Text-to-Image
Diffusers
Safetensors
lora
template:diffusion-lora
Super-Realism
Flux.1-Dev
Dynamic-Realism
Realistic
Photorealism
Hi-Res
UltraRealism
Diffusion
Face
Realism-Engine
RAW
4K
Instructions to use Polycruz9/super-realism with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use Polycruz9/super-realism with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("fill-in-base-model", dtype=torch.bfloat16, device_map="cuda") pipe.load_lora_weights("Polycruz9/super-realism") prompt = "Super Realism, Woman in a red jacket, snowy, in the style of hyper-realistic portraiture, caninecore, mountainous vistas, timeless beauty, palewave, iconic, distinctive noses --ar 72:101 --stylize 750 --v 6" image = pipe(prompt).images[0] - Notebooks
- Google Colab
- Kaggle
- Local Apps
- Draw Things
- DiffusionBee
metadata
tags:
- text-to-image
- lora
- diffusers
- template:diffusion-lora
- Super-Realism
- Flux.1-Dev
- Dynamic-Realism
- Realistic
- Photorealism
- Hi-Res
- UltraRealism
- Diffusion
- Face
- safetensors
- Realism-Engine
- RAW
- 4K
widget:
- text: >-
Super Realism, Woman in a red jacket, snowy, in the style of
hyper-realistic portraiture, caninecore, mountainous vistas, timeless
beauty, palewave, iconic, distinctive noses --ar 72:101 --stylize 750 --v
6
output:
url: images/3.png
- text: >-
Super Realism, Headshot of handsome young man, wearing dark gray sweater
with buttons and big shawl collar, brown hair and short beard, serious
look on his face, black background, soft studio lighting, portrait
photography --ar 85:128 --v 6.0 --style rawHeadshot of handsome young man,
wearing dark gray sweater with buttons and big shawl collar, brown hair
and short beard, serious look on his face, black background, soft studio
lighting, portrait photography --ar 85:128 --v 6.0 --style rawHeadshot of
handsome young man, wearing dark gray sweater with buttons and big shawl
collar, brown hair and short beard, serious look on his face, black
background, soft studio lighting, portrait photography --ar 85:128 --v 6.0
--style raw
output:
url: images/2.png
- text: >-
Super Realism, High-resolution photograph, woman, UHD, photorealistic,
shot on a Sony A7III --chaos 20 --ar 1:2 --style raw --stylize 250
output:
url: images/1.png
instance_prompt: Super Realism
license: other
______ ______ __ __ __ ______ ______ __ __ ______ __ ______
/\ == \/\ __ \ /\ \ /\ \_\ \ /\ ___\ /\ == \ /\ \/\ \ /\___ \ /\ \ /\ __ \
\ \ _-/\ \ \/\ \\ \ \____\ \____ \\ \ \____\ \ __< \ \ \_\ \\/_/ /__ \ \ \\ \ \/\ \
\ \_\ \ \_____\\ \_____\\/\_____\\ \_____\\ \_\ \_\\ \_____\ /\_____\ \ \_\\ \_____\
\/_/ \/_____/ \/_____/ \/_____/ \/_____/ \/_/ /_/ \/_____/ \/_____/ \/_/ \/_____/
super-realism

- Prompt
- Super Realism, Woman in a red jacket, snowy, in the style of hyper-realistic portraiture, caninecore, mountainous vistas, timeless beauty, palewave, iconic, distinctive noses --ar 72:101 --stylize 750 --v 6

- Prompt
- Super Realism, Headshot of handsome young man, wearing dark gray sweater with buttons and big shawl collar, brown hair and short beard, serious look on his face, black background, soft studio lighting, portrait photography --ar 85:128 --v 6.0 --style rawHeadshot of handsome young man, wearing dark gray sweater with buttons and big shawl collar, brown hair and short beard, serious look on his face, black background, soft studio lighting, portrait photography --ar 85:128 --v 6.0 --style rawHeadshot of handsome young man, wearing dark gray sweater with buttons and big shawl collar, brown hair and short beard, serious look on his face, black background, soft studio lighting, portrait photography --ar 85:128 --v 6.0 --style raw

- Prompt
- Super Realism, High-resolution photograph, woman, UHD, photorealistic, shot on a Sony A7III --chaos 20 --ar 1:2 --style raw --stylize 250
Model description for super realism engine
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 | 30 & 4380 |
| Epoch | 20 | Save Every N Epochs | 1 |
Comparison between the base model and related models.
Comparison between the base model FLUX.1-dev and its adapter, a LoRA model tuned for super-realistic realism. [ 28 steps ]
However, it performs better in various aspects compared to its previous models, including face realism, ultra-realism, and others. previous versions [ 28 steps ]
Model Training Basic Details
| Feature | Description |
|---|---|
| Labeling | florence2-en (natural language & English) |
| Total Images Used for Training | 55 [Hi-Res] |
| Best Dimensions | - 1024 x 1024 (Default) |
| - 768 x 1024 |
Setting Up Flux Space
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 = "Polycruz9/super-realism"
trigger_word = "Super Realism" #triggerword
pipe.load_lora_weights(lora_repo)
device = torch.device("cuda")
pipe.to(device)
Trigger words
Trigger words: You should use
Super Realismto trigger the image generation.
- The trigger word is not mandatory; ensure that words like "realistic" and "realism" appear in the image description. The "super realism" trigger word should prompt an exact match to the reference image in the showcase.
Download model
Weights for this model are available in Safetensors format.
Download them in the Files & versions tab.

