arXiv (Cornell University)
Multiview Transformer: Rethinking Spatial Information in Hyperspectral Image Classification
October 2023 • Jie Zhang, Yongshan Zhang, Yicong Zhou
Identifying the land cover category for each pixel in a hyperspectral image (HSI) relies on spectral and spatial information. An HSI cuboid with a specific patch size is utilized to extract spatial-spectral feature representation for the central pixel. In this article, we investigate that scene-specific but not essential correlations may be recorded in an HSI cuboid. This additional information improves the model performance on existing HSI datasets and makes it hard to properly evaluate the ability of a model. We…