Trained with OSTRIS AI-Toolkit @ runpod.io
Flux 3 Klein:
## Flux 3 Klein

Trained on Flux 3 Image Klein (base). Trigger: create a 360 hdr

Aspect ratio stays 2:1 — 2048x1024 works, 4096x2048 works if you have the VRAM.

### About the seam

The LoRA gets the wrap close, not perfect. There is still a visible edge where the

left and right ends meet. That is what the Seamfix LoRA and the workflow are for:

Flux Klein:

Seamfix LoRa:

Comfyui 360 Workflow

Seamless 360° Image Generation with Flux Klein

One year after my first experiments generating 360-degree images with Flux, I'm now taking a fresh approach using the klein 9b model. The results have improved significantly compared to my earlier attempts.

To achieve truly seamless 360° images, I trained a second LoRA specifically designed to support seamless inpainting. This additional LoRA helps repair the seams that typically appear where the image wraps around, ensuring a smooth transition across the entire panorama.

With this comfryui workflow—Flux Klein 360 Lora plus the seamfix LoRA—it's now possible to generate mostly seamless 360-degree images consistently.



Flux Kontext:

Comfyui Workflow:

Transform any input image into immersive 360-degree panoramic views with this specialized LoRA model.

Model Description

This Kontext LoRA has been specifically trained to convert regular input images into full 360-degree panoramic representations. The model leverages advanced training techniques to understand spatial relationships and generate contextually appropriate wraparound imagery.

Training Details

• Dataset: Custom before/after image pairs showcasing the transformation from standard images to 360-degree panoramas

• Training Framework: Ostris AI Toolkit

• Model Type: Kontext LoRA for Flux

• Purpose: Image-to-360° panorama conversion

Usage Notes

• Base Quality: The raw output without upscaling may appear less refined

• Recommended Enhancement: Use tiled diffusion upscaling for significantly improved results

• Workflow: A complete ComfyUI workflow for creating seamless 360-degree images will be uploaded soon

Applications

Perfect for creating immersive content, virtual environments, VR experiences, and panoramic artwork from standard input images.

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Flux Version:

The LoRA can create 360-degree panoramic images, and there is a high probability that the textures at the edges will be seamless.
However, as is often the case with AI-generated images, it doesn't always work perfectly.
But it works ;)

Here’s a tip for creating the images:

Choose a 2:1 format, such as 1536x768 pixels, for the first sampler. Then, use the Ultimate Upscaler to do a 2x or 4x upscaling. This should help maintain quality while generating 360-degree panoramic images.

The 'SCHNELL' version is trained with Rank 64 and SCHNELL as a Base Model, making it a bit more resource-efficient. 'Dev' offers the best image quality with Rank 128, but if speed is the priority, 'SCHNELL' is ideal.