A Novel Approach to Optimizing Convolutional Neural Networks for Improved Digital Image Segmentation

Table 1

Segmentation results of liver tumor dataset.

Index\Model		CNN	RNN	LSTM	Unet	DenseNet	TLDenseNet
PA	Mean	0.9153	0.9024	0.9341	0.9445	0.9376	0.9626
	std	0.0465	0.0643	0.0245	0.0172	0.0354	0.0115
IoU	Mean	0.8799	0.8645	0.9006	0.9342	0.9101	0.9452
	std	0.0097	0.0175	0.0202	0.0123	0.0087	0.0106