The bare soil areas detection is an important step for Earth observation and Precision Agriculture applications. The HyBEAR is a novel large-scale dataset of high-res hyperspectral images, with 2 m ground sampling distance, and manual bare soil annotations verified by experts. It includes the largest-to-date dataset (108 mln pixels), the validation procedure, and initial results. The entire parcel's pixel-level labels enable developing the methods for entire fields with no vegetation detection.