Multi-Modal and Vision Models

Vision and multi-modal systems can encode protected attributes, inherit skewed image and audio data, fail unevenly under real capture conditions and compound biases across modalities, so fairness work must audit data, stratify evaluation by condition and intersection, and test fusion.