This workflow is designed to isolate and examine each block of the FLUX 1.Dev formatting model in order to understand its visual impact on generated images. By muting blocks and adjusting their weights — including both single and paired blocks — structural changes in specific image regions become observable. These variations allow inferences about which blocks influence particular visual elements and subjects within the composition.
Using a difference map further clarifies which areas of the image are affected by targeted block manipulation, making the resulting changes easier to identify and interpret, and improving understanding of how each block contributes to the final output.
Gemini 2.0 Flash Experimental introduces noticeable artifacts after multiple edits due to its embedding-based editing process, which significantly degrades image quality over time. To counter this, I apply a mask derived from the difference between the input and output images. This approach greatly reduces artifacts in repeated edits and preserves a much cleaner original.
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This workflow compares the performance and output quality of Lumina 2 (Alpha VLLM) with Stable Diffusion 1.5, SDXL, and FLUX, using Realistic Vision 5 (SD 1.5), RealVis 5 SDXL, and Flux Dev as base models.
It supports both text-to-image (txt2img) and image-to-image (img2img) generation, allowing users to test different input methods across the models. Each node's execution time is tracked, providing insights into performance differences between Lumina 2, SD 1.5, SDXL, and FLUX.
This workflow is ideal for benchmarking different AI models, comparing realism and coherence in generations, and evaluating processing speeds for different pipelines.
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This workflow uses an LLM-supported structure of mood boards for versatile creative processes - from brainstorming to targeted concept development.
Possible applications:
Concept development (design, illustration, scene planning)
Mood finding for projects in advertising, film, art
Visual exploration of complex themes
Concept development (design, illustration, scene planning)
Mood finding for projects in advertising, film, art
Visual exploration of complex themes
Download the workflow here
