From Local to Global to Mechanistic: An iERF-Centered Unified Framework for Interpreting Vision Models
从局部到全局到机制:一种以iERF为中心的统一框架,用于解释视觉模型
机构 * Seoul National University(首尔国立大学)
AI总结 本文提出一种以iERF为中心的统一框架,通过点特征向量和实例特定的有效感受野,统一了局部、全局和机制可解释性,提高了解释的准确性和鲁棒性。
Comments Accepted to IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2026
Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence, 2026