Perceptual Evaluations: Evals for Aesthetics — Diego Rodriguez, Krea.ai
This talk explores the limitations of current AI evaluation metrics, particularly in generative media, by highlighting how they often fail to account for human perception and aesthetic judgment. The speaker argues that traditional metrics, like FID scores, can be misled by factors such as compression artifacts, leading to inaccurate assessments of AI model quality. The core thesis is that AI evaluation needs to evolve to incorporate human perceptual nuances and subjective qualities, moving beyond easily quantifiable but potentially superficial measures.
World's Fair 2025 16 min