---
tags:
- text-to-image
- lora
- diffusers
- template:diffusion-lora
- Super-Realism
- Photorealism
- Hi-Res
- UltraRealism
widget:
- text: >-
    Super Realism, Woman in a red jacket, snowy, hyper-realistic portrait
  output:
    url: images/1.png
base_model: black-forest-labs/FLUX.1-dev
instance_prompt: Super Realism
license: mit
pipeline_tag: image-to-image
---
![strangerzonehf/Flux-Super-Realism-LoRA](images/sz.png)

<Gallery />

## 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 ]

![strangerzonehf/Flux-Super-Realism-LoRA](images/sz2.png)

However, it performs better in various aspects compared to its previous models, including face realism, ultra-realism, and others.
previous versions [ 28 steps ]

![strangerzonehf/Flux-Super-Realism-LoRA](images/sz3.png)

## Previous Model Links

| Model Name                               | Description                  | Link                                                                                     |
|------------------------------------------|------------------------------|------------------------------------------------------------------------------------------|
| **Canopus-LoRA-Flux-FaceRealism**        | LoRA model for Face Realism  | [Canopus-LoRA-Flux-FaceRealism](https://huggingface.co/prithivMLmods/Canopus-LoRA-Flux-FaceRealism) |
| **Canopus-LoRA-Flux-UltraRealism-2.0**   | LoRA model for Ultra Realism | [Canopus-LoRA-Flux-UltraRealism-2.0](https://huggingface.co/prithivMLmods/Canopus-LoRA-Flux-UltraRealism-2.0) |
| **Flux.1-Dev-LoRA-HDR-Realism [Experimental Version]**          | LoRA model for HDR Realism   | [Flux.1-Dev-LoRA-HDR-Realism](https://huggingface.co/prithivMLmods/Flux.1-Dev-LoRA-HDR-Realism) |
| **Flux-Realism-FineDetailed**            | Fine-detailed realism-focused model                 | [Flux-Realism-FineDetailed](https://huggingface.co/prithivMLmods/Flux-Realism-FineDetailed)    |

## Hosted/Demo Links

| Demo Name                  | Description                | Link                                                                                 |
|----------------------------|----------------------------|--------------------------------------------------------------------------------------|
| **FLUX-LoRA-DLC**          | Demo for FLUX LoRA DLC     | [FLUX-LoRA-DLC](https://huggingface.co/spaces/prithivMLmods/FLUX-LoRA-DLC)           |
| **FLUX-REALISM**           | Demo for FLUX Realism      | [FLUX-REALISM](https://huggingface.co/spaces/prithivMLmods/FLUX-REALISM)             |

## 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                        |

## Flux-Super-Realism-LoRA Model GitHub

| Repository Link                                              | Description                                  |
|---------------------------------------------------------------|----------------------------------------------|
| [Flux-Super-Realism-LoRA](https://github.com/Stranger-Zone/Flux-Super-Realism-LoRA/tree/main) | Flux Super Realism LoRA model repository for high-quality realism generation |

## API Usage / Quick Usage
```python
from gradio_client import Client

client = Client("prithivMLmods/FLUX-REALISM")
result = client.predict(
		prompt="A tiny astronaut hatching from an egg on the moon, 4k, planet theme",
		seed=0,
		width=1024,
		height=1024,
		guidance_scale=6,
		randomize_seed=True,
		api_name="/run"
        #takes minimum of 30 seconds
)
print(result)
```
## Setting Up Flux Space
```python
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 = "strangerzonehf/Flux-Super-Realism-LoRA"
trigger_word = "Super Realism"   #triggerword
pipe.load_lora_weights(lora_repo)

device = torch.device("cuda")
pipe.to(device)
```
## Trigger words

> [!WARNING]
> **Trigger words:**  You should use `Super Realism` to 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](/strangerzonehf/Flux-Super-Realism-LoRA/tree/main) them in the Files & versions tab.