TheBurgstall/Seamless-Equirectangular-LTX2.3-LoRA
Seamless-Equirectangular LTX-2.3 LoRA
A rank-128 LoRA for equirectangular 360° text-to-video generation with LTX-2.3, trained for 15k steps. The frozen base model cannot produce equirectangular output on its own — this LoRA is what carries that knowledge; combined with the ComfyUI-Seamless-Equirectangular node pack (seam mitigation, pole handling) it produces seamless 360° video. The same LoRA also drives flat-video → 360° outpainting.
Trigger word: Equirectangular
Try it live: 360° gallery + interactive viewer — the clips below, viewable interactively (drag to look around).
Usage
- Load as a regular LTX-2.3 LoRA
- Include the trigger word "Equirectangular" in your prompt
- Use with the ComfyUI-Seamless-Equirectangular node pack and the bundled workflow below to produce seamless equirectangular videos
- For outpainting real footage into 360° instead of generating from text, use ComfyUI-VR-Outpaint-Tools with the bundled outpaint workflow below
Examples
Text-to-video (360°)
All example videos below utilise the 360Viewer by ProGamerGov: https://github.com/ProGamerGov/html-360-viewer
Generated directly from a text prompt — LoRA + EquiRoPE + Geometric CFG + per-step roll + circular VAE + wrapped noise.
<table> <tr> <td width="33%">
<video controls loop muted playsinline poster="https://huggingface.co/TheBurgstall/Seamless-Equirectangular-LTX2.3-LoRA/resolve/main/examples/t2v-pool-courtyard.jpg" width="100%"> <source src="https://huggingface.co/TheBurgstall/Seamless-Equirectangular-LTX2.3-LoRA/resolve/main/examples/t2v-pool-courtyard.mp4" type="video/mp4"> </video>
Resort pool courtyard — stationary panorama, dusk. View in 360 →
</td> <td width="33%">
<video controls loop muted playsinline poster="https://huggingface.co/TheBurgstall/Seamless-Equirectangular-LTX2.3-LoRA/resolve/main/examples/t2v-jungle-after-rain.jpg" width="100%"> <source src="https://huggingface.co/TheBurgstall/Seamless-Equirectangular-LTX2.3-LoRA/resolve/main/examples/t2v-jungle-after-rain.mp4" type="video/mp4"> </video>
Jungle clearing after rain — stationary panorama. View in 360 →
</td> <td width="33%">
<video controls loop muted playsinline poster="https://huggingface.co/TheBurgstall/Seamless-Equirectangular-LTX2.3-LoRA/resolve/main/examples/t2v-jungle-drone-dawn.jpg" width="100%"> <source src="https://huggingface.co/TheBurgstall/Seamless-Equirectangular-LTX2.3-LoRA/resolve/main/examples/t2v-jungle-drone-dawn.mp4" type="video/mp4"> </video>
Drone flight, jungle river at dawn — fast-motion stress test. View in 360 →
</td> </tr> </table>
Workflow: `workflows/Burgstall-SEAMLESS-equirectangular-T2V.json` (requires ComfyUI-Seamless-Equirectangular).
VR Outpaint (flat video → 360°, uses my VR-Outpaint IC-LoRA https://huggingface.co/TheBurgstall/VR-360-Outpaint-LTX2.3-IC-LoRA)
A normal perspective clip projected onto the equirect canvas and outpainted around it — the original footage keeps its full quality at the center.
<table> <tr> <td width="33%">
<video controls loop muted playsinline poster="https://huggingface.co/TheBurgstall/Seamless-Equirectangular-LTX2.3-LoRA/resolve/main/examples/outpaint-jungle-clearing.jpg" width="100%"> <source src="https://huggingface.co/TheBurgstall/Seamless-Equirectangular-LTX2.3-LoRA/resolve/main/examples/outpaint-jungle-clearing.mp4" type="video/mp4"> </video>
Jungle clearing, outpainted. View in 360 →
</td> <td width="33%">
<video controls loop muted playsinline poster="https://huggingface.co/TheBurgstall/Seamless-Equirectangular-LTX2.3-LoRA/resolve/main/examples/outpaint-market-hall.jpg" width="100%"> <source src="https://huggingface.co/TheBurgstall/Seamless-Equirectangular-LTX2.3-LoRA/resolve/main/examples/outpaint-market-hall.mp4" type="video/mp4"> </video>
Covered market hall, outpainted. View in 360 →
</td> <td width="33%">
<video controls loop muted playsinline poster="https://huggingface.co/TheBurgstall/Seamless-Equirectangular-LTX2.3-LoRA/resolve/main/examples/outpaint-skatepark.jpg" width="100%"> <source src="https://huggingface.co/TheBurgstall/Seamless-Equirectangular-LTX2.3-LoRA/resolve/main/examples/outpaint-skatepark.mp4" type="video/mp4"> </video>
Skatepark run, outpainted. View in 360 →
</td> </tr> </table>
Workflow: `workflows/Burgstall-SEAMLESS-VR-Outpaint.json` (requires ComfyUI-VR-Outpaint-Tools).
Related Burgstall Labs work
- [ComfyUI-Seamless-Equirectangular](https://github.com/Burgstall-labs/ComfyUI-Seamless-Equirectangular) — the node pack this LoRA is built for (seam mitigation, pole handling, EquiRoPE).
- [ComfyUI-VR-Outpaint-Tools](https://github.com/Burgstall-labs/ComfyUI-VR-Outpaint-Tools) — outpaint a normal perspective video into a full 360° panorama with this LoRA.
- [ComfyUI-Domemaster-Outpaint](https://github.com/Burgstall-labs/ComfyUI-Domemaster-Outpaint) — render an outpainted (or any equirectangular) panorama as a fulldome / planetarium domemaster.
License
This T2V Seamless LoRA is distributed under the Burgstall LoRA License. Non-commercial use of Burgstall's contribution is permitted subject to those terms. Commercial use of Burgstall's contribution requires a separate commercial license.
Commercial licensing inquiries: howdy@theaiwrangler.com
This LoRA is a derivative of LTX-2 and is additionally subject to the LTX-2 Community License Agreement. Users are independently responsible for complying with all applicable Lightricks licensing requirements.