Table 1 DTA-UNet ablation experiment table.
From: UNet based on dynamic convolution decomposition and triplet attention
| Â | Encoder | Decoder | Params(M)\(\downarrow\) | IoU\(\uparrow\) | DSC\(\uparrow\) | HD\(\downarrow\) | Pre\(\uparrow\) |
|---|---|---|---|---|---|---|---|
Baseline | \(\times\) | \(\times\) | 34.8786 | 0.6964 | 0.7915 | 2.5378 | 0.8280 |
DCD | \(\surd\) | \(\times\) | 35.3429 | 0.7218 | 0.8140 | 2.4280 | 0.8707 |
(+ 0.4643) | (+ 0.0254) | (+ 0.0225) | (- 0.1098) | (+ 0.0427) | |||
\(\times\) | \(\surd\) | 35.1743 | 0.7090 | 0.8003 | 2.4712 | 0.8671 | |
(+ 0.2975) | (+ 0.0126) | (+ 0.0088) | (- 0.0666) | (+ 0.0391) | |||
\(\surd\) | \(\surd\) | 35.6387 | 0.7285 | 0.8243 | 2.4241 | 0.8780 | |
(+ 0.7601) | (+0.0321) | (+ 0.0328) | (- 0.1137) | (+ 0.0500) | |||
\(\surd\) | \(\times\) | 34.8801 | 0.7201 | 0.8138 | 2.4296 | 0.8855 | |
(+ 0.0015) | (+ 0.0237) | (+ 0.0223) | (- 0.1082) | (+ 0.0575) | |||
TA | \(\times\) | \(\surd\) | 34.8798 | 0.7065 | 0.8037 | 2.5146 | 0.8656 |
(+ 0.0012) | (+ 0.0101) | (+ 0.0122) | (- 0.0232) | (+ 0.0376) | |||
\(\surd\) | \(\surd\) | 34.8813 | 0.7211 | 0.8140 | 2.4276 | 0.8891 | |
(+ 0.0027) | (+ 0.0247) | (+ 0.0225) | (- 0.1102) | (+ 0.0611) | |||
DCD+TA | \(\surd\) | \(\surd\) | 35.6414 | 0.7353 | 0.8314 | 2.4214 | 0.8893 |
(ours) | (+ 0.7628) | (+ 0.0389) | (+ 0.0399) | (- 0.1164) | (+ 0.0613) |
