README.md · strangerzonehf/Flux-Super-Realism-LoRA at main

metadata

tags:
  - text-to-image
  - lora
  - diffusers
  - template:diffusion-lora
  - Super-Realism
  - Flux.1-Dev
  - Dynamic-Realism
  - Realistic
  - Photorealism
  - Hi-Res
  - UltraRealism
  - Diffusion
  - Face
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

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 ]

Previous Model Links

Model Name	Description	Link
Canopus-LoRA-Flux-FaceRealism	LoRA model for Face Realism	Canopus-LoRA-Flux-FaceRealism
Canopus-LoRA-Flux-UltraRealism-2.0	LoRA model for Ultra Realism	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
Flux-Realism-FineDetailed	Fine-detailed realism-focused model	Flux-Realism-FineDetailed

Hosted/Demo Links

Demo Name	Description	Link
FLUX-LoRA-DLC	Demo for FLUX LoRA DLC	FLUX-LoRA-DLC
FLUX-REALISM	Demo for FLUX Realism	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	Flux Super Realism LoRA model repository for high-quality realism generation

API Usage / Quick Usage

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

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

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 them in the Files & versions tab.