An interactive comic prototype enables users to rotate individual frames in real time, changing perspective without altering narrative order.

Technical approach

The project is implemented using Minimax H3 models combined with ORB360 loras to manage frame deformation and maintain visual coherence across panels.

To ensure facial details remain clear during transformations, creators recommend adding a reference image that the model can use to preserve identity-related features.

Practical notes

Rotation controls operate on a per-frame basis, allowing continuous adjustment of viewing angle while preserving panel sequencing and timing cues.

• Model stack: Minimax H3 for generative control and ORB360 loras for 360-degree consistency.
• Image fidelity: add a high-quality reference image when sharp facial rendering is required.
• Interaction: the interface supports real-time manipulation without rebuilding the full comic layout.

Limitations and considerations

Users should expect variation in peripheral details during aggressive rotations, and plan reference placement to minimize identity drift across adjacent frames.

When applying the technique to existing artwork, test small batches of panels first to calibrate model parameters and ensure stylistic consistency.