Template-Based Pairs (TBP)

doi:doi:10.57702/37o92gqh

Template-Based Pairs (TBP)

Text-to-Image Diffusion Models (T2I DMs) have garnered significant attention for their ability to generate high-quality images from textual descriptions. However, these models often produce images that do not fully align with the input prompts, resulting in semantic inconsistencies. The most prominent issue among these semantic inconsistencies is catastrophic-neglect, where the images generated by T2I DMs miss key objects mentioned in the prompt.

BibTex:

@dataset{Zhiyuan_Chang_and_Mingyang_Li_and_Junjie_Wang_and_Yi_Liu_and_Qing_Wang_and_Yang_Liu_2024,
    abstract = {Text-to-Image Diffusion Models (T2I DMs) have garnered significant attention for their ability to generate high-quality images from textual descriptions. However, these models often produce images that do not fully align with the input prompts, resulting in semantic inconsistencies. The most prominent issue among these semantic inconsistencies is catastrophic-neglect, where the images generated by T2I DMs miss key objects mentioned in the prompt.},
    author = {Zhiyuan Chang and Mingyang Li and Junjie Wang and Yi Liu and Qing Wang and Yang Liu},
    doi = {10.57702/37o92gqh},
    institution = {No Organization},
    keyword = {'catastrophic-neglect', 'diffusion models', 'text-to-image generation'},
    month = {dec},
    publisher = {TIB},
    title = {Template-Based Pairs (TBP)},
    url = {https://service.tib.eu/ldmservice/dataset/template-based-pairs--tbp-},
    year = {2024}
}