RSNA 2006 

Abstract Archives of the RSNA, 2006


LL-IN3123

K-PACS: A Free Diagnostic Workstation

Education Exhibits

Presented in 2006

Participants

Andreas Knopke MD, Abstract Co-Author: Employee, IMAGE Information Systems Ltd
Rafael Sanguinetti Gallinal, Abstract Co-Author: Employee, IMAGE Information Systems Ltd
Michael Knopke MD, Abstract Co-Author: Employee, IMAGE Information Systems Ltd
Arpad Bischof MD, Presenter: Employee, IMAGE Information Systems Ltd
Mike Thomas Jensen MD, Abstract Co-Author: Employee, IMAGE Information Systems Ltd
Thomas K. Helmberger MD, Abstract Co-Author: Nothing to Disclose

LEARNING OBJECTIVES

The learning objective was to create a full featured viewing application which runs powerful on Windows based personal computers with low system ressources.

ABSTRACT

Diaper3_diaper3_5900_0.85-sd15newvaepruned_0.15... «LIMITED»

Whether you are a researcher looking at how specific concepts are distilled into latent space or a creator exploring niche aesthetics, checkpoints like this one demonstrate the power of the Stable Diffusion community's "open-source" kitchen. It’s all about the mix!

: This is the weight of the primary model. At 85%, the specialized features of the "diaper" training are dominant. diaper3_diaper3_5900_0.85-SD15NewVAEpruned_0.15...

While the name looks like alphabet soup, it tells a very specific story about how this model was built and what it aims to achieve. What’s in a Name? Breaking Down the Mix Whether you are a researcher looking at how

: The remaining 15% of the mix, likely used to stabilize the model and prevent it from "breaking" or producing deep-fried artifacts. Performance and Style At 85%, the specialized features of the "diaper"

Because this is a merge, the goal is balance. By mixing a highly specific LoRA with a pruned SD 1.5 base, the creator has attempted to make a model that is "plug-and-play." You don't necessarily need to load a separate LoRA file in your prompt; the characteristics are baked directly into the .ckpt or .safetensors file. In testing, these types of merges tend to be: Prompt Sensitive : They respond strongly to simple keywords.

: This indicates the base is Stable Diffusion 1.5, the industry standard for compatibility and speed, utilizing a "New VAE" to ensure colors are vibrant and details aren't washed out.

Cite This Abstract

Knopke, A, Sanguinetti Gallinal, R, Knopke, M, Bischof, A, Jensen, M, Helmberger, T, K-PACS: A Free Diagnostic Workstation.  Radiological Society of North America 2006 Scientific Assembly and Annual Meeting, November 26 - December 1, 2006 ,Chicago IL. http://archive.rsna.org/2006/4430555.html