Tested on Linux , with Python 3.8, PyTorch 2.1.2, cuda 11.8. pip install the requirements.txt
In data\custom.yaml, change the path of the corresponding detection and segmentation label dataset.
The model of MTMLNet weight can be downloaded from Google Drive or with BaiduYun Drive.
|
Metheds |
R(target) |
P(target) |
F1(target) |
AP |
R(pixel) |
P(pixel) |
F1(pixel) |
IoU |
|
MDvsMA |
/ |
/ |
/ |
/ |
0.383 |
0.435 |
0.407 |
/ |
|
ACM |
/ |
/ |
/ |
/ |
0.735 |
0.806 |
0.769 |
0.627 |
|
ALC |
/ |
/ |
/ |
/ |
0.540 |
0.860 |
0.663 |
0.639 |
|
ISNet |
/ |
/ |
/ |
/ |
0.802 |
0.695 |
0.744 |
0.625 |
|
DNANet |
/ |
/ |
/ |
/ |
0.784 |
0.801 |
0.793 |
0.656 |
|
UIU |
/ |
/ |
/ |
/ |
0.832 |
0.214 |
0.340 |
0.612 |
|
Ours |
/ |
/ |
/ |
/ |
0.819 |
0.826 |
0.822 |
0.692 |
|
OSCAR |
/ |
/ |
/ |
0.620 |
/ |
/ |
/ |
/ |
|
EFL |
0.747 |
0.775 |
0.761 |
0.767 |
/ |
/ |
/ |
/ |
|
MSML |
0.773 |
0.423 |
0.547 |
0.752 |
/ |
/ |
/ |
/ |
|
SSTNet |
0.355 |
0.581 |
0.441 |
0.659 |
/ |
/ |
/ |
/ |
|
Ours |
0.818 |
0.747 |
0.781 |
0.814 |
/ |
/ |
/ |
/ |