This workflow restores soft or slightly out‑of‑focus footage using the Refocus IC LoRA on top of the LTX 2.3 model. It ingests your clip with VHS_LoadVideo, processes each frame through a custom LTX 2.3 + LoRA processor (node UUID: 2e37ecc9-770a-4ac2-972c-e953901f49d3), and then reassembles the enhanced frames back into a video with VHS_VideoCombine. The Refocus IC LoRA biases the LTX 2.3 backbone toward reconstructing fine edges and mid‑frequency detail that typical sharpening filters can’t recover, helping pull subjects back into clarity while minimizing halos and ringing.

Technically, the pipeline works frame‑wise: VHS_LoadVideo decodes your source and outputs frame tensors; the custom node loads the LTX 2.3 base and applies the Refocus IC LoRA weights to guide inference toward crisp, natural detail; and VHS_VideoCombine stitches the processed frames into a finished clip at your chosen frame rate and quality. Because this is model‑driven enhancement rather than a simple unsharp mask, it can plausibly restore subtle textures and edge definition in footage that would otherwise be unusable. Keep LoRA strength conservative for realism, and iterate to balance sharpness against potential artifacts.