Existing approaches addressing the few-shot open-set recognition (FSOSR) challenge in hyperspectral images (HSIs) often encounter limitations stemming from sparse labels. restricted category numbers. and low openness. These limitations compromise stability and adaptability. https://cosmeticssquadets.shop/product-category/nail-tools/