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Models for Remote Sensing

Model comparison

Installation

Dependencies

Demos

Encoders

Encoder FamilyEncoder Name
VGGvgg11, vgg11_bn, vgg13, vgg13_bn, vgg16, vgg16_bn, vgg19, vgg19_bn
ResNetresnet18, resnet34, resnet50, resnet101
ResNeXtresnext50_32x4d, resnext101_32x8d
WideResNetwide_resnet50_2, wide_resnet101_2
Res2Netres2net50_14w_8s, res2net50_26w_4s, res2net50_26w_6s, res2net50_26w_8s, res2net50_48w_2s, res2net101_26w_4s
Inceptioninception_v3
SqueezeNetsqueezenet1_0, squeezenet1_1

Pretrained Models

Encoder NameDecoder NameDatasetLabelScore (IoU)SizeModel
VGG16UNetInriaBuilding78.56207.3MBBox
VGG19UNetInriaBuilding78.17247.8MBBox
ResNet34UNetInriaBuilding77.06204.2MBBox
ResNet50UNetInriaBuilding78.78666.9MBBox
ResNet101UNetInriaBuilding79.09812.1MBBox
VGG16PSPNetInriaBuilding76.23171.1MBBox
VGG19PSPNetInriaBuilding75.94211.6MBBox
ResNet34PSPNetInriaBuilding76.11221.2MBBox
ResNet50PSPNetInriaBuilding77.46418.3MBBox
ResNet101PSPNetInriaBuilding78.55563.5MBBox
ResNet34DLinkNetInriaBuilding75.67248.5MBBox
ResNet50DLinkNetInriaBuilding77.081.4GBBox
ResNet50UNetDeepGlobeBuilding79.43671.4MBBox
ResNet101UNetDeepGlobeBuilding79.43671.4MBBox
ResNet101DeepLabV3+InriaBuilding79.17464.6MBBox
ResNet34DLinkNetDeepGlobeRoad62.15253MBBox

Features

Known Bugs