Further studies on Flux Workflow

Denoise

Denoising is like cleaning up a messy picture to make it clearer and more detailed.

  1. Start with Noise: Imagine you have a photo that’s covered in random dots or static (like an old TV screen). This “noise” makes the image hard to see.

  2. The Denoising Process: Stable Diffusion works by gradually removing this noise step by step. Think of it as wiping away the static to reveal the hidden image underneath.

  3. Guided by Your Input: You provide a text prompt (like “a sunny beach with palm trees”). The model uses this prompt to guide the denoising process, so the final image matches what you described.

  4. Final Result: After enough steps, the noise is mostly gone, and you’re left with a clean, detailed image that matches your description.

In short, denoising is the process of turning a noisy, blurry image into a clear, sharp one, guided by your text input. It’s like magic erasing the mess to reveal the picture you wanted!

0.70

Denoise

0.75

Denoise

0.80

Denoise

0.90

Denoise

1.00

Denoise

Positive prompt using Flux 1 Dev

				
					[custom LORA] realistic photo portrait of man wearing a fancy blazer and black t-shirt, medium sized beard and moustache, ray-ban glasses, dark background and high contrast neon yellow light, bokeh background of office at night, shot from above, looking up, emphasizing his raw confidence, natural look, sharp details, sharp skin texture, skin imperfections, (added film grain texture:1.1), Fujifilm Superia X-TRA 400
				
			

Using DPMPP_2M + Beta + 25 Steps + 1 CFG Scale (for Flux purposes)

0.50

Denoise

0.60

Denoise

0.65

Denoise

0.85

Denoise

0.95

Denoise

RESULTS
Denoise from 0.85 to 0.9 generated best results.

SAMPLER + SCHEDULER

Using Denoise 1 + 25 Steps + 1 CFG Scale (for Flux purposes)

Discoveries:

KL_Optimal scheduler will provide only grey noise up to the very last of denoising. So, in order to get results, Denoise must be set to 1.0.

Positive prompt using Flux 1 Dev

				
					[custom LORA] man with medium sized beard, angelic sun screenshot, in the style of contemporary portrait photography, lens flares, wavy resin sheets, vivid portraiture, 50mm lens, leica m10, minimal retouching, sharp skin details, skin imperfections
				
			
EULER

Euler

Normal

Euler

Beta

Euler

Karras

Euler

Simple

Euler

sgm_uniform

Euler

ddim_uniform

Euler

exponential

Euler

kl_optimal

HEUN

Heun

Normal

Heun

Beta

Heun

Karras

Heun

Simple

Heun

sgm_uniform

Heun

ddim_uniform

Heun

exponential

Heun

kl_optimal

DDIM

ddim

Normal

ddim

Beta

ddim

Karras

ddim

Simple

ddim

sgm_uniform

ddim

ddim_uniform

ddim

exponential

ddim

kl_optimal

DPMPP+2M

dpmpp+2m

Normal

dpmpp+2m

Beta

dpmpp+2m

Karras

dpmpp+2m

Simple

dpmpp+2m

sgm_uniform

dpmpp+2m

ddim_uniform

dpmpp+2m

exponential

dpmpp+2m

kl_optimal

LCM

lcm

Normal

lcm

Beta

lcm

Karras

lcm

Simple

lcm

sgm_uniform

lcm

ddim_uniform

lcm

exponential

lcm

kl_optimal

DPM2

dpm2

Normal

dpm2

Beta

dpm2

Karras

dpm2

Simple

dpm2

sgm_uniform

dpm2

ddim_uniform

dpm2

exponential

dpm2

kl_optimal

Best results