mlsanityData to 14 Oct 2026

An Impartial Transformer for Story Visualization

arXiv 2301.03563 ↗First posted 9 Jan 2023cs.CVcited by 3

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Abstract (arXiv)

Story Visualization is an advanced task of computed vision that targets sequential image synthesis, where the generated samples need to be realistic, faithful to their conditioning and sequentially consistent. Our work proposes a novel architectural and training approach: the Impartial Transformer achieves both text-relevant plausible scenes and sequential consistency utilizing as few trainable parameters as possible. This enhancement is even able to handle synthesis of 'hard' samples with occluded objects, achieving improved evaluation metrics comparing to past approaches.

Key facts. Cited by 3 papers in the map (data through 14 Oct 2026). Builds on 20 of its 25 references that are in the map. First posted on arXiv 9 Jan 2023.

Builds on

20 of 25 references.

References · 20

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8 more
  1. 2017AttnGAN: Fine-Grained Text to Image Generation with Attentional Generative Adversarial Networkscited by 664
  2. 2016StackGAN: Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networkscited by 577
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  7. 2021Integrating Visuospatial, Linguistic and Commonsense Structure into Story Visualizationcited by 52
  8. 2021Improving Generation and Evaluation of Visual Stories via Semantic Consistencycited by 43

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Cited by year

Citing papers per year: 2023: 2; 2024: 1.

3 papers.