visual storytelling

**Visual storytelling** is the **multimodal generation task that creates narrative stories from one or more images by combining observation with temporal and emotional context** - it emphasizes coherence and narrative structure beyond factual captioning. **What Is Visual storytelling?** - **Definition**: Story-level text generation conditioned on visual sequences or curated image sets. - **Narrative Elements**: Includes plot progression, character references, sentiment, and temporal transitions. - **Input Variants**: Single-image imaginative stories or multi-image sequential story generation. - **Output Focus**: Prioritizes engaging narrative flow while preserving visual grounding anchors. **Why Visual storytelling Matters** - **Creative Applications**: Supports media, education, and interactive content tools. - **Reasoning Challenge**: Requires balancing imagination with evidence-based consistency. - **Temporal Modeling**: Multi-image storytelling tests long-context and event-linking capability. - **User Engagement**: Narrative outputs can be more accessible and meaningful than terse captions. - **Model Evaluation**: Reveals tradeoffs between factuality and creativity in multimodal generation. **How It Is Used in Practice** - **Narrative Planning**: Use story-outline generation before sentence realization. - **Grounding Guards**: Constrain key narrative claims to image-supported elements. - **Human Preference Testing**: Evaluate coherence, engagement, and factual alignment with user studies. Visual storytelling is **a high-level multimodal generation task combining perception and narrative design** - effective visual storytelling demands both creativity and grounded consistency.