Measuring Diversity in Co-creative Image Generation

arXiv:2403.13826v1 Announce Type: cross
Abstract: Quality and diversity have been proposed as reasonable heuristics for assessing content generated by co-creative systems, but to date there has been little agreement around what constitutes the latter or how to measure it. Proposed approaches for assessing generative models in terms of diversity have limitations in that they compare the model's outputs to a ground truth that in the era of large pre-trained generative models might not be available, or entail an impractical number …

abstract agreement arxiv creative cs.cl cs.cv cs.lg diversity generated generative generative models heuristics image image generation limitations measuring quality systems terms type