Table 3 Ablation studies of different implementations of AFB on the DDR dataset, where [self, cross] denotes the simple concatenation of the self-attention mechanism and cross-attention mechanism over the channels, concat. denotes the concatenation of the lesion-feature based and vascular-feature based keys over the channels, and + denotes the spatial summation of these two keys.
From: Prior-guided attention fusion transformer for multi-lesion segmentation of diabetic retinopathy
Fusion method | [Self, Cross] | AFB | AUPR | mAUPR | ||||
---|---|---|---|---|---|---|---|---|
 |  | \(K_l\) | \(K_v\) | EXs | HEs | MAs | SEs |  |
N/A | \(\checkmark\) | Â | Â | 0.5522 | 0.2302 | 0.1235 | 0.2428 | 0.2872 |
N/A | Â | \(\checkmark\) | Â | 0.5473 | 0.455 | 0.1725 | 0.3144 | 0.3723 |
Concat. | Â | \(\checkmark\) | \(\checkmark\) | 0.5499 | 0.4413 | 0.1623 | 0.3316 | 0.3713 |
+(ours) | Â | \(\checkmark\) | \(\checkmark\) | 0.5724 | 0.4256 | 0.202 | 0.3608 | 0.3902 |