Imagine This! Scripts to Compositions to Videos

@inproceedings{Gupta2018ImagineTS,
  title={Imagine This! Scripts to Compositions to Videos},
  author={Tanmay Gupta and D. Schwenk and A. Farhadi and Derek Hoiem and Aniruddha Kembhavi},
  booktitle={ECCV},
  year={2018}
}
  • Tanmay Gupta, D. Schwenk, +2 authors Aniruddha Kembhavi
  • Published in ECCV 2018
  • Computer Science
  • Imagining a scene described in natural language with realistic layout and appearance of entities is the ultimate test of spatial, visual, and semantic world knowledge. [...] Key Method Our contributions include sequential training of components of CRAFT while jointly modeling layout and appearances, and losses that encourage learning compositional representations for retrieval. We evaluate CRAFT on semantic fidelity to caption, composition consistency, and visual quality. CRAFT outperforms direct pixel…Expand Abstract

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    References

    Publications referenced by this paper.
    SHOWING 1-10 OF 39 REFERENCES
    Attentive Semantic Video Generation Using Captions
    • 19
    • Open Access
    Generating Videos with Scene Dynamics
    • 775
    • Open Access
    Generating Images from Captions with Attention
    • 215
    • Open Access
    Video Generation From Text
    • 47
    • Open Access
    VSE++: Improved Visual-Semantic Embeddings
    • 127
    • Open Access
    DeViSE: A Deep Visual-Semantic Embedding Model
    • 1,412
    • Open Access
    Inferring Semantic Layout for Hierarchical Text-to-Image Synthesis
    • 110
    • Open Access
    Learning Robust Visual-Semantic Embeddings
    • 77
    • Open Access