| --- |
| 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 |
| base_model: black-forest-labs/FLUX.1-dev |
| instance_prompt: Super Realism |
| license: mit |
| --- |
|  |
|
|
| <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 ] |
|
|
|  |
|
|
| However, it performs better in various aspects compared to its previous models, including face realism, ultra-realism, and others. |
| previous versions [ 28 steps ] |
|
|
|  |
|
|
| ## 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. |
