š§ NEURO HARMONY Purpose: This workflow is designed to generate ultra-detailed RAW-style images using the RAW_Photography LoRA, ControlNet depth guidance, and multiple stages of high-resolution upscaling. š§ Core Components: 1. Model and LoRA UNET: flux_dev.safetensors (fp8) CLIP: clip_l.safetensors + t5xxl_fp16.safetensors LoRA: RAW_Photography.safetensors (enabled at 100%) Model page here:...
š§ NEURO HARMONY
Purpose: This workflow is designed to generate ultra-detailed RAW-style images using the RAW_Photography LoRA, ControlNet depth guidance, and multiple stages of high-resolution upscaling.
š§ Core Components:
1. Model and LoRA
UNET: flux_dev.safetensors (fp8)
CLIP: clip_l.safetensors + t5xxl_fp16.safetensors
LoRA: RAW_Photography.safetensors (enabled at 100%) Model page here: https://civitai.com/models/1639720
LoRA is integrated via the Power Lora Loader (rgthree) node.
2. Prompting and Detailing
BilboXPhotoPrompt is used to generate rich photo-style prompts.
A separate prompt detailer enhances:
high-frequency surface texture,
edge and contour definition,
natural gradients,
depth and occlusion cues,
realistic material response,
and framing clarity.
FluxGuidance is applied with guidance: 3.5 to boost semantic conditioning.
3. Depth Guidance with ControlNet
Preprocessor: MiDaS-DepthMapPreprocessor at 1280px resolution
ControlNet: flux-depth-controlnet-v3.safetensors
Used via ControlNetApplyAdvanced with settings:
Strength: 0.6
Start: 0.0
End: 0.618
This ensures stable structure and perspective.
4. Detail Enhancement via DetailDaemon
Three progressive sampling stages, each wrapped with a DetailDaemonSamplerNode using:
detail_amount: 0.62
start/end: 1
bias: 0.62
smooth: true
Sampling is handled through SamplerCustomAdvanced and BasicScheduler nodes using karras/beta scheduling and controlled denoising.
5. Hi-Res Upscaling
After each sampling pass, image resolution is progressively increased with:
002_lightweightSR_DIV2K_s64w8_SwinIR-S_x2.pth
001_classicalSR_DIV2K_s48w8_SwinIR-M_x4.pth
1xSkinContrast-SuperUltraCompact.pth ā for final skin cleanup
All upscaling is performed with precision to preserve microtexture and avoid artifacts.
šø Finalization and Output
Results are compared using the Image Comparer (rgthree) in "Slide" mode.
Images are saved with SaveImage for both intermediate and final outputs.
ā Summary:
Flux_RAW_HIRes_V2 is a highly optimized multi-stage workflow tailored for photorealism and ultra-fine detail. It combines:
a RAW photography LoRA,
progressive DetailDaemon refinement,
ControlNet depth stabilization,
SwinIR upscaling layers,
and enhanced semantic conditioning.
Ideal for portraits where skin detail, structure, and texture fidelity matter most.
š§ NEURO HARMONY Purpose: This workflow is designed to generate ultra-detailed RAW-style images using the RAW_Photography LoRA, ControlNet depth guidance, and multiple stages of high-resolution upscaling. š§ Core Components: 1. Model and LoRA UNET:ā¦
š§ NEURO HARMONY
Purpose: This workflow is designed to generate ultra-detailed RAW-style images using the RAW_Photography LoRA, ControlNet depth guidance, and multiple stages of high-resolution upscaling.
š§ Core Components:
1. Model and LoRA
UNET:ā¦
