LTX-2.3-Transition-LORA

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What LTX-2.3-Transition-LORA is

valiantcat LoRA for LTX-2.3 This LoRA is trained on top of Lightricks/LTX-2.3 and is built with a custom training paradigm tailored for high-consistency video generation. It was originally optimized for first-frame / last-frame guided transition videos, but the same training strategy also gives it strong generalization in: - First-to-last frame video generation - Text-to-video - Image-to-video - Stylized transformation and scene transition generation Compared with a narrowly tuned transition LoRA, this version focuses more on motion continuity, semantic stability, prompt responsiveness, and cross-scene transformation quality, so it remains effective even outside the strict start-end frame setup. Overview LTX-2.3 is a strong base for controllable video generation, with improved visual quality and prompt adherence. On top of this foundation, this LoRA further enhances transformation-style motion, visual coherence, and scene-to-scene continuity. The result is a practical LoRA that can handle both: - precise transition tasks driven by start and end frames - open-ended prompt-driven generation - image-conditioned motion generation Core Strengths - Excellent first-last frame transition quality Produces smoother semantic and visual interpolation between two target states, reducing abrupt jumps and broken motion. - Works beyond transition-only scenarios Even without explicit start/end frame constraints, it performs well in text-to-video and image-to-video generation. - Custom training paradigm Trained with a dedicated methodology designed to improve controllability, temporal coherence, and subject consistency across changing scenes. - Strong prompt adaptability Handles character change, style morphing, object transformation, scene switching, and cinematic motion prompts well. - Wide subject coverage Effective on humans, animals, animation characters, environments, and mixed-concept prompts. Best Use Cases This LoRA is especially suitable for the following workflows: 1. First-to-last frame generation Smoothly bridge two highly different frames while preserving motion logic and visual readability. 2. Text-to-video generation Improve dynamic transformation prompts, scene e

Summarised from the published model card. Read the full card on the HuggingFace links below.

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Open weights ship in several sizes and precisions. One page, all the variants — pick the one that fits your GPU. VRAM figures are estimates from model size.

Using it via the API

Call it like any OpenAI endpoint

Once AxForge deploys ltx-2-3-transition-lora for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (ltx-2-3-transition-lora below is illustrative; you get the exact model name on deployment.)

$ curl -sS https://api.axforge.ai/v1/videos/generations \
  -H "Authorization: Bearer $AXFORGE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model":"ltx-2-3-transition-lora","prompt":"a drone shot over a forest"}'

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