fal / LTX-2.3-3DREAL-LoRA like 91 Follow fal 1.24k

huggingface.co · 2026-06-28 · by Long Nguyen ·generic
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fal / LTX-2.3-3DREAL-LoRA like 91 Follow fal 1.24k

LTX‑2.3 IC‑LoRA — 3D render to Photoreal

Trigger word: `3DREAL`

Turn a simple 3D render into a photorealistic, cinematic video.

▶ Run it directly on fal (no setup, LoRA built in)

<https://fal.ai/models/fal-ai/ltx-2.3-quality/render-to-real>

---

This is an IC‑LoRA (in‑context LoRA) for LTX‑2.3 that turns a rough grey 3D viewport animation (a simple low‑poly blockout) into a fully photorealistic, film‑quality video, while keeping the exact composition, camera move and layout of the input.

It is made for 3D scenes and synthetic data — Blender blockouts, game‑engine viewports and other CG / synthetic renders become photoreal video.

Examples

Top \= generated result · Bottom \= 3D render input

harbor

cargo

How to use

The easiest way is the ready‑to‑use endpoint on fal (the adapter is already loaded, nothing to copy):

<https://fal.ai/models/fal-ai/ltx-2.3-quality/render-to-real>

import fal_client

result = fal_client.subscribe( "fal-ai/ltx-2.3-quality/render-to-real", arguments={ "video_url": "<your 3D / CG / game render>", "image_url": "<optional photoreal reference for the first frame>", # the prompt always keeps the 3DREAL trigger; describe the photoreal result "prompt": "3DREAL. Make it photorealistic. A cargo ship stacked with shipping containers in a busy harbor.", "resolution": "720p", }, ) print(result["video"]["url"])

  • Trigger word: `3DREAL` — always kept at the start of the prompt
  • Inputs: a 3D / CG / game render (`video_url`) + an optional photoreal reference for the first frame (`image_url`)
  • Base model: LTX‑2.3
  • Variants — Light & Strong

    This repo ships two adapters — pick based on how far you want to push the look:

  • 3DREAL Light (`3DREAL-light.safetensors`) — faithful, gentle transformation. Stays close to the input's structure, composition and motion; fewer hallucinations. This is the default used by the hosted `render-to-real` endpoint.
  • 3DREAL Strong (`3DREAL-strong.safetensors`) — stronger, more aggressive photoreal push. More realism and detail, often better on busy/complex scenes, but may drift a little more from the input.
  • To run a specific variant with explicit weights, use the LoRA endpoint:

    import fal_client

    result = fal_client.subscribe( "fal-ai/ltx-2.3-quality/reference-video-to-video/lora", arguments={ "video_url": "<your 3D / CG / game render>", "image_url": "<photoreal reference for the first frame>", "prompt": "3DREAL. Make it photorealistic. <your scene>.", "loras": [{"path": "<Light or Strong .safetensors URL>", "scale": 1.0}], "resolution": {"width": 1280, "height": 704}, }, ) print(result["video"]["url"])

    Weights:

  • Light — <https://v3b.fal.media/files/b/0a9fd993/oow7bW3VueUPTukqAQkd7%5F3DREAL.safetensors>
  • Strong — <https://v3b.fal.media/files/b/0a9fe083/H7caCyG%5Fwt9hy%5F51tMEmu%5F3DREAL-strong.safetensors>

Example prompts

3DREAL. Make it photorealistic. A cargo ship stacked with shipping containers in a busy harbor at dawn.
3DREAL. Make it photorealistic. A steam train winding through a misty mountain valley.
3DREAL. Make it photorealistic. A lone car driving down an endless desert highway at sunset.
3DREAL. Make it photorealistic. A grand ballroom with crystal chandeliers, slow camera glide.
3DREAL. Make it photorealistic. A coastal cliff with a lighthouse and crashing waves at golden hour.
3DREAL. Make it photorealistic. A sleek bullet train speeding across green countryside.

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Created by Lovis Odin (@OdinLovis) with fal (@fal · fal.ai)

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