🔧 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.

🧠 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 — for final skin cleanup

All upscaling is performed with precision to preserve microtexture and avoid artifacts.

📸 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.

✅ 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.

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