Not Just a Subject: Capturing Adaptive Scene-Specific Variance for Visual Storytelling
EOS-Story is a training-free framework that balances consistent subject identity with scene-specific adaptations in text and vision. It uses Cross-Contextual Bridging to infuse appearance cues into scene descriptions and Adaptive Identity Preservation to match subject features to the scene's scale, resulting in superior visual storytelling across diverse framing scenarios.