The proposed study presents a method based on a hierarchical multimodal adaptive fusion (HMAF) network to facilitate end-to-end prediction of RGB-D saliency.  ...  Visual saliency prediction for RGB-D images is more challenging than that for their RGB counterparts. Additionally, very few investigations have been undertaken concerning RGB-D-saliency prediction.  ...  To facilitate the appropriate fusion of features obtained from the RGB image and depth map, a hierarchical multimodal adaptive fusion (HMAF) network for RGB-D saliency prediction is proposed.  ...