Pairwise constraints based multiview features fusion for scene classification

► We describe scene images through multimodal features. ► We explore the complementary characteristics of these features. ► We address multimodal dimensionality reduction by learning a unified low-dimensional subspace. ► We adopt alternating optimization to integrate the features with the user labeling information. ► We develop a novel multimodal dimensionality reduction method for scene classification.