valiantcat LTX-2.3 Transition LORA - v1.0 Showcase
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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.