360 Degree โ€” Flux 3 Klein

Two LoRAs and a ComfyUI workflow for seamless 360ยฐ equirectangular panoramas on Flux 3 Image Klein.

360 panorama generated with the workflow

File What it is
360_f3.safetensors the panorama LoRA โ€” trigger create a 360 hdr
F_3_seamfix.safetensors repairs the wrap-around seam โ€” trigger seamfix
F3_Klein_360_VR.json the ComfyUI workflow that runs both

Requirements

  • ComfyUI 0.41.2 or newer. Flux 3 support landed on 15 October 2026; older builds fail with "Could not detect model type".
  • Diffusion model: flux3_image_small.safetensors (base) or flux3_image_small_sd.safetensors (step-distilled). Quantised variants work too.
  • Text encoder: qwen3vl_4b_bf16.safetensors, loaded with CLIPLoader type flux3.
  • VAE: flux2-vae.safetensors โ€” not the BFL-native ae.safetensors.

Usage

Keep the aspect ratio at 2:1. 2048ร—1024 is comfortable, 4096ร—2048 works if you have the VRAM. Settings used for the example above:

base pass seam pass
size 4096 ร— 2048 2048 ร— 2048
steps 30 30
cfg 4.0 4.0
sampler / scheduler er_sde / simple er_sde / simple

With the step-distilled checkpoint use ~16 steps and cfg 1 โ€” it is a flow map, higher guidance only costs time.

How the seam fix works

The panorama LoRA gets the wrap close, but not perfect: a visible edge remains where the left and right ends of the image meet. The workflow repairs it in four steps.

  1. Crop a strip of W/4 from each end of the panorama.
  2. Place them side by side on a square canvas โ€” the seam now sits in the middle.
  3. Cover the centre quarter with a white bar and let the seamfix LoRA repaint it.
  4. Cut the repaired canvas in half and blend both halves back to x = 0 and x = 3W/4.

Blend them back with a feathered mask instead of a hard paste. 64 px of feather at 4096 px width removes the last visible edge; scale it with your resolution.

Every number in that chain is a fraction of the base width, so doubling the resolution means doubling every value.

ComfyUI workflow

Notes

  • The workflow includes an optional DLSS enhancement pass at the end; remove it if you don't have the node installed.
  • Output is a standard equirectangular image โ€” drop it into any 360 viewer, or use it as an environment map.
  • Flux version and more examples: https://civitai.com/models/682349/360-degree-flux
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