Visual Storytelling
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Benchmarks
VIST
Most implemented
Alfie: Democratising RGBA Image Generation With No $$$
AESOP: Abstract Encoding of Stories, Objects, and Pictures
Contextualize, Show and Tell: A Neural Visual Storyteller
No Metrics Are Perfect: Adversarial Reward Learning for Visual Storytelling
Consistent Story Generation with Asymmetry Zigzag Sampling
Papers
AdSpark: A Large-Scale Dataset and Benchmark for Product-Centric Advertisement Video Generation
Product-centric advertisement video generation aims to create promotional videos that preserve fine-grained product identity while presenting selling points through coherent multi-shot narratives. However, this emerging …
Visual StorytellingVideo GenerationSidecar: Training-Free Semantic Reuse for Character-Consistent Free-form Visual Storytelling
Visual storytelling requires generating images that follow a narrative while preserving consistent character identities across frames. In free-form story generation, a character is fully described only when first introdu…
Visual StorytellingStory GenerationID-V2V: Identity-Preserving Video Restylization
In visual storytelling, human performances are central to creative intent and narrative meaning. However, preserving human identity and performance while enabling flexible visual edits remains challenging for generative …
Visual StorytellingFreeStory: Training-Free Character Consistency for Free-Form Visual Storytelling
Visual storytelling aims to generate image sequences that are both aligned with narrative prompts and consistent in character appearance across images. Recent training-free methods improve character consistency by reusin…
Visual StorytellingMangaFlow: An End-to-End Agentic Framework for Controllable Story to Manga Generation
End-to-end manga generation is a structured visual storytelling task that requires story decomposition, recurring character and scene grounding, page layout design, panel rendering, page composition, and lettering. Howev…
Visual StorytellingAttriStory: Fine-grained Attribute Realization for Visual Storytelling with Diffusion Models
Visual storytelling with diffusion models has made impressive strides in maintaining character consistency across narrative scenes. However, a critical gap remains: while these methods ensure a character remains consiste…
Visual StorytellingStory Generation