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OmerHagage/ltx2-ume-pixelart-lora

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Model Card

LTX-2.3 LoRA — Modern Pixel Art (Ume style)

A rank-64 LoRA fine-tuned on top of LTX-2.3 22B that biases generations toward the "modern pixel art" style of the UmeAiRT/Ume-Modern_Pixel_Art dataset. Trigger word: `ume-pixelart`.

Trigger word

Include ume-pixelart near the start of the prompt to activate the style. Omitting the trigger should yield a regular LTX-2.3 generation — the LoRA is gated on this token.

Example prompts:

  • —ume-pixelart, a tiny knight in silver armor walks through a forest clearing at golden hour, modern pixel art with crisp pixel edges and a limited palette
  • —ume-pixelart, a cozy ramen shop interior at night, warm lanterns flickering and steam rising gently from a bowl on the counter, modern pixel art with dithered shadows

Examples

Trigger word gating

The same generation with the same LoRA loaded — only the prompt differs (with vs without the ume-pixelart trigger). Without the trigger the model produces a standard LTX-2.3 generation; with it, the pixel-art style activates. Both were rendered with the high-quality two-stage pipeline from ltx-pipelines.

With `ume-pixelart` triggerWithout trigger
<video src='https://huggingface.co/OmerHagage/ltx2-ume-pixelart-lora/resolve/main/samples/hqwithtrigger.mp4' width="100%" autoplay muted loop playsinline></video><video src='https://huggingface.co/OmerHagage/ltx2-ume-pixelart-lora/resolve/main/samples/hqnotrigger.mp4' width="100%" autoplay muted loop playsinline></video>

Base model vs base + LoRA (10 prompts)

Each pair below uses the same prompt, same seed, same generation settings — only the LoRA differs. Generated with scripts/compare_lora.py at 768×768×41.

1 — Knight in a forest clearing
ume-pixelart, a tiny knight in silver armor walks slowly through a forest clearing at golden hour, modern pixel art with crisp edges and a limited palette
Base model+ LoRA
<video src='https://huggingface.co/OmerHagage/ltx2-ume-pixelart-lora/resolve/main/comparison/prompt_01/base.mp4' width="100%" autoplay muted loop playsinline></video><video src='https://huggingface.co/OmerHagage/ltx2-ume-pixelart-lora/resolve/main/comparison/prompt_01/lora.mp4' width="100%" autoplay muted loop playsinline></video>
2 — Cozy ramen shop at night
ume-pixelart, a cozy ramen shop interior at night, warm lanterns flickering and steam rising gently from a bowl on the counter, modern pixel art with dithered shadows
Base model+ LoRA
<video src='https://huggingface.co/OmerHagage/ltx2-ume-pixelart-lora/resolve/main/comparison/prompt_02/base.mp4' width="100%" autoplay muted loop playsinline></video><video src='https://huggingface.co/OmerHagage/ltx2-ume-pixelart-lora/resolve/main/comparison/prompt_02/lora.mp4' width="100%" autoplay muted loop playsinline></video>
3 — Astronaut on a violet alien planet
ume-pixelart, an astronaut plants a flag on a violet alien planet as two moons drift across the sky, modern pixel art, vivid saturated colors
Base model+ LoRA
<video src='https://huggingface.co/OmerHagage/ltx2-ume-pixelart-lora/resolve/main/comparison/prompt_03/base.mp4' width="100%" autoplay muted loop playsinline></video><video src='https://huggingface.co/OmerHagage/ltx2-ume-pixelart-lora/resolve/main/comparison/prompt_03/lora.mp4' width="100%" autoplay muted loop playsinline></video>
4 — Black cat on a rainy windowsill
ume-pixelart, a black cat sleeps on a windowsill while rain streaks down the glass behind it, modern pixel art with soft lighting
Base model+ LoRA
<video src='https://huggingface.co/OmerHagage/ltx2-ume-pixelart-lora/resolve/main/comparison/prompt_04/base.mp4' width="100%" autoplay muted loop playsinline></video><video src='https://huggingface.co/OmerHagage/ltx2-ume-pixelart-lora/resolve/main/comparison/prompt_04/lora.mp4' width="100%" autoplay muted loop playsinline></video>
5 — Wizard reading in a stone tower
ume-pixelart, a wizard in a tall blue hat reads an ancient tome at a candlelit desk in a stone tower, modern pixel art, warm orange light
Base model+ LoRA
<video src='https://huggingface.co/OmerHagage/ltx2-ume-pixelart-lora/resolve/main/comparison/prompt_05/base.mp4' width="100%" autoplay muted loop playsinline></video><video src='https://huggingface.co/OmerHagage/ltx2-ume-pixelart-lora/resolve/main/comparison/prompt_05/lora.mp4' width="100%" autoplay muted loop playsinline></video>
6 — Sailing ship in a storm
ume-pixelart, a sailing ship cuts through stormy waves under a lightning-streaked sky, modern pixel art with dramatic contrast
Base model+ LoRA
<video src='https://huggingface.co/OmerHagage/ltx2-ume-pixelart-lora/resolve/main/comparison/prompt_06/base.mp4' width="100%" autoplay muted loop playsinline></video><video src='https://huggingface.co/OmerHagage/ltx2-ume-pixelart-lora/resolve/main/comparison/prompt_06/lora.mp4' width="100%" autoplay muted loop playsinline></video>
7 — Cherry blossoms along a canal
ume-pixelart, a row of cherry blossom trees along a quiet canal in spring, petals drifting in the breeze, modern pixel art, pastel palette
Base model+ LoRA
<video src='https://huggingface.co/OmerHagage/ltx2-ume-pixelart-lora/resolve/main/comparison/prompt_07/base.mp4' width="100%" autoplay muted loop playsinline></video><video src='https://huggingface.co/OmerHagage/ltx2-ume-pixelart-lora/resolve/main/comparison/prompt_07/lora.mp4' width="100%" autoplay muted loop playsinline></video>
8 — Samurai at a bamboo grove
ume-pixelart, a samurai stands at the edge of a bamboo grove, kimono blowing in the wind, modern pixel art with strong silhouettes
Base model+ LoRA
<video src='https://huggingface.co/OmerHagage/ltx2-ume-pixelart-lora/resolve/main/comparison/prompt_08/base.mp4' width="100%" autoplay muted loop playsinline></video><video src='https://huggingface.co/OmerHagage/ltx2-ume-pixelart-lora/resolve/main/comparison/prompt_08/lora.mp4' width="100%" autoplay muted loop playsinline></video>
9 — Cyberpunk neon city street
ume-pixelart, a futuristic neon-lit city street at night seen from above, rain reflecting purple and cyan signs, modern pixel art, cyberpunk palette
Base model+ LoRA
<video src='https://huggingface.co/OmerHagage/ltx2-ume-pixelart-lora/resolve/main/comparison/prompt_09/base.mp4' width="100%" autoplay muted loop playsinline></video><video src='https://huggingface.co/OmerHagage/ltx2-ume-pixelart-lora/resolve/main/comparison/prompt_09/lora.mp4' width="100%" autoplay muted loop playsinline></video>
10 — Child running across a sunflower field
ume-pixelart, a child runs across a sunflower field with a kite trailing behind them, modern pixel art, bright midday sun
Base model+ LoRA
<video src='https://huggingface.co/OmerHagage/ltx2-ume-pixelart-lora/resolve/main/comparison/prompt_10/base.mp4' width="100%" autoplay muted loop playsinline></video><video src='https://huggingface.co/OmerHagage/ltx2-ume-pixelart-lora/resolve/main/comparison/prompt_10/lora.mp4' width="100%" autoplay muted loop playsinline></video>

Training summary

Base modelLTX-2.3 22B
DatasetUmeAiRT/Ume-ModernPixelArt — 100 static JPGs, auto-captioned
Trigger wordume-pixelart
Training resolution768 × 768 × 1 (image-only / single-frame LoRA)
LoRA rank / alpha64 / 64
Target modulesto_k, to_q, to_v, to_out.0 (attention only)
Steps2000 (~20 epochs at batch=1)
Learning rate1e-4
OptimizerAdamW
Mixed precisionbf16
Toolkit`Lightricks/LTX-2 ltx-trainer`

The LoRA was trained on stills but transfers to video at inference time — the spatial-style biases learned during training are applied identically at every video frame, while the base model's motion circuitry handles temporal coherence.

Files

  • —lora_weights_step_02000.safetensors — the final checkpoint (rank 64, bf16)
  • —comparison/prompt_NN/{base,lora}.mp4 — 10 paired clips: same prompt, same seed, with vs without the LoRA applied. Generated via scripts/compare_lora.py from the trainer toolkit.
  • —samples/hq_with_trigger.mp4 — high-quality two-stage pipeline output with the ume-pixelart trigger in the prompt.
  • —samples/hq_no_trigger.mp4 — same LoRA loaded, without the trigger word in the prompt. Demonstrates that the LoRA's effect is gated on the trigger.

License

The LoRA weights in this repository are released under the [MIT License](https://opensource.org/license/mit/) — you are free to use, copy, modify, merge, publish, distribute, sublicense, and sell them, provided the MIT notice is preserved.

Note that the LoRA is derived from and requires the Lightricks/LTX-2.3 base model. Use of the base model is governed by its own license; nothing in this MIT grant overrides that. To use this LoRA you must comply with both this MIT license (for the LoRA delta) and the LTX-2.3 base-model license (for the base weights).

The training images are MIT-licensed per the upstream `UmeAiRT/Ume-Modern_Pixel_Art` dataset.