The deep spatial contextual long-term recurrent convolutional network (DSCLRCN) of Liu and Han (2016)  The SM heatmaps are very focused, which is a consequence of that model being trained on SALICON, which contains focused human attention maps.
our evaluation uses rank correlation, rather than correlation on absolute attention scores, and is therefore unaffected by this issue.