Revitalizing SVD for Global Covariance Pooling: Halley's Method to Overcome Over-Flattening

Global Covariance Pooling (GCP) has garnered increasing attention in visual recognition tasks, where second-order statistics frequently yield stronger representations than first-order approaches.