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Models for Remote Sensing
License: MIT License
mrs's Introduction
Models for Remote Sensing
Encoder Family |
Encoder Name |
VGG |
vgg11, vgg11_bn, vgg13, vgg13_bn, vgg16, vgg16_bn, vgg19, vgg19_bn |
ResNet |
resnet18, resnet34, resnet50, resnet101 |
ResNeXt |
resnext50_32x4d, resnext101_32x8d |
WideResNet |
wide_resnet50_2, wide_resnet101_2 |
Res2Net |
res2net50_14w_8s, res2net50_26w_4s, res2net50_26w_6s, res2net50_26w_8s, res2net50_48w_2s, res2net101_26w_4s |
Inception |
inception_v3 |
SqueezeNet |
squeezenet1_0, squeezenet1_1 |
Encoder Name |
Decoder Name |
Dataset |
Label |
Score (IoU) |
Size |
Model |
VGG16 |
UNet |
Inria |
Building |
78.56 |
207.3MB |
Box |
VGG19 |
UNet |
Inria |
Building |
78.17 |
247.8MB |
Box |
ResNet34 |
UNet |
Inria |
Building |
77.06 |
204.2MB |
Box |
ResNet50 |
UNet |
Inria |
Building |
78.78 |
666.9MB |
Box |
ResNet101 |
UNet |
Inria |
Building |
79.09 |
812.1MB |
Box |
VGG16 |
PSPNet |
Inria |
Building |
76.23 |
171.1MB |
Box |
VGG19 |
PSPNet |
Inria |
Building |
75.94 |
211.6MB |
Box |
ResNet34 |
PSPNet |
Inria |
Building |
76.11 |
221.2MB |
Box |
ResNet50 |
PSPNet |
Inria |
Building |
77.46 |
418.3MB |
Box |
ResNet101 |
PSPNet |
Inria |
Building |
78.55 |
563.5MB |
Box |
ResNet34 |
DLinkNet |
Inria |
Building |
75.67 |
248.5MB |
Box |
ResNet50 |
DLinkNet |
Inria |
Building |
77.08 |
1.4GB |
Box |
ResNet50 |
UNet |
DeepGlobe |
Building |
79.43 |
671.4MB |
Box |
ResNet101 |
UNet |
DeepGlobe |
Building |
79.43 |
671.4MB |
Box |
ResNet101 |
DeepLabV3+ |
Inria |
Building |
79.17 |
464.6MB |
Box |
ResNet34 |
DLinkNet |
DeepGlobe |
Road |
62.15 |
253MB |
Box |
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