HADeenNet: A hierarchical-attention multi-scale deconvolution network for landslide detection

•Propose HADeenNet for landslide detection from different high spatial resolution images.•Outperform typical frameworks for landslide detection from images of different sensors.•Develop an attention module to synthesize features learned from a hierarchical network.•Get rid of unbalanced sample distribution by improving the pipeline in generating samples.