体验质量评价：人、数据和智能体

体验质量评价：人、数据和智能体

介绍视觉体验质量评价的发展理事、最新进展和发展方向。讨论体验质量评价的三个层级，即人类媒体体验质量、人类模型体验质量和模型数据体验质量。介绍大模型评测和模型体验评测的若干进展，并探讨自由能框架下的体验质量的统一理论。

Quality of Experience Evaluation: Humans, Data, and Agents

This work introduces the development history, latest advances, and future trends of visual quality of experience evaluation. It discusses three hierarchical levels of quality of experience evaluation: human media quality of experience, human-model quality of experience, and model-data quality of experience. Several progresses in large model evaluation and model experience evaluation are presented, and a unified theory of quality of experience under the free energy framework is explored.