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How to overcome the long sequence stability and consistency challenges in video generation?

2025-09-09 1.7 K

Stability solutions for long video generation

The following strategies can be used to address the issues of unstable picture and inconsistent style that may occur when Magic 1-For-1 is growing videos:

  • chunking technology::
    • Decompose a long video into multiple clips of less than 30 seconds and generate them separately.
    • Use the same initial seed to ensure consistent style
    • Final seamless stitching through video editing software
  • keyframe control method::
    • Manual designation of screens at key points in time
    • Let the model interpolate between these keyframes
    • Enhanced control accuracy with ControlNet and other technologies
  • Optimized combination of parameters::
    • Adjustment of the motion_coherence parameter (motion_coherence)
    • Increasing the weight of the time-attention mechanism
    • Using higher-order video prediction models

Built-in Function Support

The Magic 1-For-1 itself has been designed to enhance stability with the following:

  • Special temporal and spatial attention mechanisms are used
  • Implemented style migration techniques across frames
  • Built-in optical flow estimation aid generation
  • Provides a feedback mechanism for multi-scale discriminators

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