torchgeo.models#

This section provides an overview of all models available in torchgeo.models.

Model Architectures#

TorchGeo contains a number of model architectures depending on the task you are trying to solve and your model inputs.

1D Time Series (\(\scriptstyle B \times T \times C\))#

2D Images (\(\scriptstyle B \times C \times H \times W\))#

TorchGeo also supports most timm encoders and SMP decoders.

3D Change Detection (\(\scriptstyle B \times 2 \times C \times H \times W\))#

See torchange for additional change detection architectures.

3D Image Time Series (\(\scriptstyle B \times T \times C \times H \times W\))#

4D Ocean and Atmosphere (\(\scriptstyle B \times T \times C \times Z \times Y \times X\))#

Utility Functions#

torchgeo.models.get_model(name, *args, **kwargs)[source]#

Get an instantiated model from its name.

Added in version 0.4.

Parameters:

  • name (str) – Name of the model.

  • *args (Any) – Additional arguments passed to the model builder method.

  • **kwargs (Any) – Additional keyword arguments passed to the model builder method.

Returns:

An instantiated model.

Return type:

Module

torchgeo.models.get_model_weights(name)[source]#

Get the weights enum class associated with a given model.

Added in version 0.4.

Parameters:

name (Callable[[...], Module] | str) – Model builder function or the name under which it is registered.

Returns:

The weights enum class associated with the model.

Return type:

WeightsEnum

torchgeo.models.get_weight(name)[source]#

Get the weights enum value by its full name.

Added in version 0.4.

Parameters:

name (str) – Name of the weight enum entry.

Returns:

The requested weight enum.

Raises:

ValueError – If name is not a valid WeightsEnum.

Return type:

WeightsEnum

torchgeo.models.list_models()[source]#

List the registered models.

Added in version 0.4.

Returns:

A list of registered models.

Return type:

list[str]

Pretrained Weights#

TorchGeo provides a number of pre-trained models and backbones, allowing you to perform transfer learning on small datasets without training a new model from scratch or relying on ImageNet weights. Depending on the satellite/sensor where your data comes from, choose from the following pre-trained weights based on which one has the best performance metrics.

Sensor-Agnostic#

These weights can be used with imagery from any satellite/sensor. In addition to the usual performance metrics, there are also additional columns for dynamic spatial (resolution), temporal (time span), and/or spectral (wavelength) support, either via their training data (implicit) or via their model architecture (explicit).

Weight

Source

Citation

License

Spatial

Temporal

Spectral

m-bigearthnet

m-forestnet

m-brick-kiln

m-pv4ger

m-so2sat

m-eurosat

m-pv4ger-seg

m-nz-cattle

m-NeonTree

m-cashew-plant

m-SA-crop

m-chesapeake

CopernicusFM_Base_Weights.CopernicusFM_ViT

link

link

CC-BY-4.0

explicit

explicit

explicit

CROMABase_Weights.CROMA_VIT

link

link

CC-BY-4.0

implicit

implicit

CROMALarge_Weights.CROMA_VIT

link

link

CC-BY-4.0

implicit

implicit

DOFABase16_Weights.DOFA_MAE

link

link

CC-BY-4.0

implicit

explicit

65.7

50.9

95.8

96.9

55.1

93.9

94.5

81.4

58.8

51.5

33.0

65.3

DOFALarge16_Weights.DOFA_MAE

link

link

CC-BY-4.0

implicit

explicit

67.5

54.6

96.9

97.3

60.1

97.1

95.0

81.8

59.4

56.9

32.1

66.3

Panopticon_Weights.VIT_BASE14

link

link

Apache-2.0

implicit

explicit

56.3

96.7

96.4

61.7

96.4

95.2

92.6

79.6

59.3

52.6

78.1

ResNet50_Weights.FMOW_RGB_GASSL

link

link

implicit

ScaleMAE_ViTLarge16_Weights.FMOW_RGB_SCALEMAE

link

link

CC-BY-NC-4.0

explicit

Tessera_Weights.TESSERA

link

link

CC0-1.0

explicit

Landsat#

Weight

Landsat

Channels

Source

Citation

License

NLCD (Acc)

NLCD (mIoU)

CDL (Acc)

CDL (mIoU)

ResNet18_Weights.LANDSAT_TM_TOA_MOCO

4–5

7

link

link

CC0-1.0

67.65

51.11

68.70

52.32

ResNet18_Weights.LANDSAT_TM_TOA_SIMCLR

4–5

7

link

link

CC0-1.0

60.86

43.74

61.94

44.86

ResNet50_Weights.LANDSAT_TM_TOA_MOCO

4–5

7

link

link

CC0-1.0

68.75

53.28

69.45

53.20

ResNet50_Weights.LANDSAT_TM_TOA_SIMCLR

4–5

7

link

link

CC0-1.0

62.05

44.98

62.80

45.77

ViTSmall16_Weights.LANDSAT_TM_TOA_MOCO

4–5

7

link

link

CC0-1.0

67.17

50.57

67.60

51.07

ViTSmall16_Weights.LANDSAT_TM_TOA_SIMCLR

4–5

7

link

link

CC0-1.0

66.82

50.17

66.92

50.28

ResNet18_Weights.LANDSAT_ETM_TOA_MOCO

7

9

link

link

CC0-1.0

65.22

48.39

62.84

45.81

ResNet18_Weights.LANDSAT_ETM_TOA_SIMCLR

7

9

link

link

CC0-1.0

58.76

41.60

56.47

39.34

ResNet50_Weights.LANDSAT_ETM_TOA_MOCO

7

9

link

link

CC0-1.0

66.60

49.92

64.12

47.19

ResNet50_Weights.LANDSAT_ETM_TOA_SIMCLR

7

9

link

link

CC0-1.0

57.17

40.02

54.95

37.88

ViTSmall16_Weights.LANDSAT_ETM_TOA_MOCO

7

9

link

link

CC0-1.0

63.75

46.79

60.88

43.70

ViTSmall16_Weights.LANDSAT_ETM_TOA_SIMCLR

7

9

link

link

CC0-1.0

63.33

46.34

59.06

41.91

ResNet18_Weights.LANDSAT_ETM_SR_MOCO

7

6

link

link

CC0-1.0

64.18

47.25

67.30

50.71

ResNet18_Weights.LANDSAT_ETM_SR_SIMCLR

7

6

link

link

CC0-1.0

57.26

40.11

54.42

37.48

ResNet50_Weights.LANDSAT_ETM_SR_MOCO

7

6

link

link

CC0-1.0

64.37

47.46

62.35

45.30

ResNet50_Weights.LANDSAT_ETM_SR_SIMCLR

7

6

link

link

CC0-1.0

57.79

40.64

55.69

38.59

ViTSmall16_Weights.LANDSAT_ETM_SR_MOCO

7

6

link

link

CC0-1.0

64.09

47.21

52.37

35.48

ViTSmall16_Weights.LANDSAT_ETM_SR_SIMCLR

7

6

link

link

CC0-1.0

63.99

47.05

53.17

36.21

ResNet18_Weights.LANDSAT_OLI_TIRS_TOA_MOCO

8–9

11

link

link

CC0-1.0

67.82

51.30

65.74

48.96

ResNet18_Weights.LANDSAT_OLI_TIRS_TOA_SIMCLR

8–9

11

link

link

CC0-1.0

62.14

45.08

60.01

42.86

ResNet50_Weights.LANDSAT_OLI_TIRS_TOA_MOCO

8–9

11

link

link

CC0-1.0

69.17

52.87

67.29

50.70

ResNet50_Weights.LANDSAT_OLI_TIRS_TOA_SIMCLR

8–9

11

link

link

CC0-1.0

64.66

47.78

62.08

45.01

ViTSmall16_Weights.LANDSAT_OLI_TIRS_TOA_MOCO

8–9

11

link

link

CC0-1.0

67.11

50.49

64.62

47.73

ViTSmall16_Weights.LANDSAT_OLI_TIRS_TOA_SIMCLR

8–9

11

link

link

CC0-1.0

66.12

49.39

63.88

46.94

ResNet18_Weights.LANDSAT_OLI_SR_MOCO

8–9

7

link

link

CC0-1.0

67.01

50.39

68.05

51.57

ResNet18_Weights.LANDSAT_OLI_SR_SIMCLR

8–9

7

link

link

CC0-1.0

59.93

42.79

57.44

40.30

ResNet50_Weights.LANDSAT_OLI_SR_MOCO

8–9

7

link

link

CC0-1.0

67.44

50.88

65.96

49.21

ResNet50_Weights.LANDSAT_OLI_SR_SIMCLR

8–9

7

link

link

CC0-1.0

63.65

46.68

60.01

43.17

ViTSmall16_Weights.LANDSAT_OLI_SR_MOCO

8–9

7

link

link

CC0-1.0

66.81

50.16

64.17

47.24

ViTSmall16_Weights.LANDSAT_OLI_SR_SIMCLR

8–9

7

link

link

CC0-1.0

65.04

48.20

62.61

45.46

Swin_V2_B_Weights.LANDSAT_SI_SATLAS

8–9

11

link

link

ODC-BY

Swin_V2_B_Weights.LANDSAT_MI_SATLAS

8–9

11

link

link

ODC-BY

NAIP#

Weight

Channels

Source

Citation

License

Swin_V2_B_Weights.NAIP_RGB_MI_SATLAS

3

link

link

ODC-BY

Swin_V2_B_Weights.NAIP_RGB_SI_SATLAS

3

link

link

ODC-BY

TileNet_Weights.NAIP_ALL_TILE2VEC

4

link

link

MIT

Unet_Weights.NAIP_RGBN_RESNET18_CHESAPEAKERSC

4

link

link

MIT

Sentinel-1#

Weight

Channels

Source

Citation

License

ResNet50_Weights.SENTINEL1_GRD_CLOSP

2

link

link

OpenRAIL

ResNet50_Weights.SENTINEL1_GRD_DECUR

2

link

link

Apache-2.0

ResNet50_Weights.SENTINEL1_GRD_GEOCLOSP

2

link

link

OpenRAIL

ResNet50_Weights.SENTINEL1_GRD_MOCO

2

link

link

CC-BY-4.0

ResNet50_Weights.SENTINEL1_GRD_SOFTCON

2

link

link

CC-BY-4.0

ViTSmall16_Weights.SENTINEL1_GRD_CLOSP

2

link

link

OpenRAIL

ViTSmall16_Weights.SENTINEL1_GRD_MAE

2

link

link

CC-BY-4.0

ViTSmall16_Weights.SENTINEL1_GRD_FGMAE

2

link

link

CC-BY-4.0

ViTBase16_Weights.SENTINEL1_GRD_MAE

2

link

link

CC-BY-4.0

ViTBase16_Weights.SENTINEL1_GRD_FGMAE

2

link

link

CC-BY-4.0

ViTLarge16_Weights.SENTINEL1_GRD_CLOSP

2

link

link

OpenRAIL

ViTLarge16_Weights.SENTINEL1_GRD_MAE

2

link

link

CC-BY-4.0

ViTLarge16_Weights.SENTINEL1_GRD_FGMAE

2

link

link

CC-BY-4.0

ViTHuge14_Weights.SENTINEL1_GRD_MAE

2

link

link

CC-BY-4.0

ViTHuge14_Weights.SENTINEL1_GRD_FGMAE

2

link

link

CC-BY-4.0

ViTSmall14_DINOv2_Weights.SENTINEL1_GRD_SOFTCON

2

link

link

CC-BY-4.0

ViTBase14_DINOv2_Weights.SENTINEL1_GRD_SOFTCON

2

link

link

CC-BY-4.0

Swin_V2_B_Weights.SENTINEL1_MI_SATLAS

2

link

link

ODC-BY

Swin_V2_B_Weights.SENTINEL1_SI_SATLAS

2

link

link

ODC-BY

Tessera_Weights.TESSERA_SENTINEL1_ENCODER

3

link

link

CC0-1.0

Sentinel-2#

Weight

Channels

Source

Citation

License

BigEarthNet

EuroSAT

So2Sat

OSCD

ResNet18_Weights.SENTINEL2_ALL_MOCO

13

link

link

CC-BY-4.0

ResNet18_Weights.SENTINEL2_RGB_MOCO

3

link

link

CC-BY-4.0

ResNet18_Weights.SENTINEL2_RGB_SECO

3

link

link

Apache-2.0

87.27

93.14

46.94

ResNet50_Weights.SENTINEL2_ALL_CLOSP

13

link

link

OpenRAIL

ResNet50_Weights.SENTINEL2_ALL_DECUR

13

link

link

Apache-2.0

ResNet50_Weights.SENTINEL2_ALL_DINO

13

link

link

CC-BY-4.0

90.7

99.1

63.6

ResNet50_Weights.SENTINEL2_ALL_GEOCLOSP

13

link

link

OpenRAIL

ResNet50_Weights.SENTINEL2_ALL_MOCO

13

link

link

CC-BY-4.0

91.8

99.1

60.9

ResNet50_Weights.SENTINEL2_ALL_SOFTCON

13

link

link

CC-BY-4.0

ResNet50_Weights.SENTINEL2_ALL_SECO_ECO

12

link

link

MIT

ResNet50_Weights.SENTINEL2_ALL_NDVI_SECO_ECO

9

link

link

MIT

ResNet50_Weights.SENTINEL2_MI_MS_SATLAS

9

link

link

ODC-BY

ResNet50_Weights.SENTINEL2_MI_RGB_SATLAS

3

link

link

ODC-BY

ResNet50_Weights.SENTINEL2_SI_MS_SATLAS

9

link

link

ODC-BY

ResNet50_Weights.SENTINEL2_SI_RGB_SATLAS

3

link

link

ODC-BY

ResNet50_Weights.SENTINEL2_RGB_MOCO

3

link

link

CC-BY-4.0

ResNet50_Weights.SENTINEL2_RGB_SECO

3

link

link

Apache-2.0

87.81

ResNet152_Weights.SENTINEL2_MI_MS_SATLAS

9

link

link

ODC-BY

ResNet152_Weights.SENTINEL2_MI_RGB_SATLAS

3

link

link

ODC-BY

ResNet152_Weights.SENTINEL2_SI_MS_SATLAS

9

link

link

ODC-BY

ResNet152_Weights.SENTINEL2_SI_RGB_SATLAS

3

link

link

ODC-BY

ViTSmall16_Weights.SENTINEL2_ALL_CLOSP

13

link

link

OpenRAIL

ViTSmall16_Weights.SENTINEL2_ALL_DINO

13

link

link

CC-BY-4.0

90.5

99.0

62.2

ViTSmall16_Weights.SENTINEL2_ALL_MOCO

13

link

link

CC-BY-4.0

89.9

98.6

61.6

ViTSmall16_Weights.SENTINEL2_ALL_MAE

13

link

link

CC-BY-4.0

ViTSmall16_Weights.SENTINEL2_ALL_FGMAE

13

link

link

CC-BY-4.0

ViTBase16_Weights.SENTINEL2_ALL_MAE

13

link

link

CC-BY-4.0

ViTBase16_Weights.SENTINEL2_ALL_FGMAE

13

link

link

CC-BY-4.0

ViTLarge16_Weights.SENTINEL2_ALL_CLOSP

13

link

link

OpenRAIL

ViTLarge16_Weights.SENTINEL2_ALL_MAE

13

link

link

CC-BY-4.0

ViTLarge16_Weights.SENTINEL2_ALL_FGMAE

13

link

link

CC-BY-4.0

ViTHuge14_Weights.SENTINEL2_ALL_MAE

13

link

link

CC-BY-4.0

ViTHuge14_Weights.SENTINEL2_ALL_FGMAE

13

link

link

CC-BY-4.0

ViTSmall14_DINOv2_Weights.SENTINEL2_ALL_SOFTCON

13

link

link

CC-BY-4.0

ViTBase14_DINOv2_Weights.SENTINEL2_ALL_SOFTCON

13

link

link

CC-BY-4.0

Swin_V2_T_Weights.SENTINEL2_MI_MS_SATLAS

9

link

link

ODC-BY

Swin_V2_T_Weights.SENTINEL2_MI_RGB_SATLAS

3

link

link

ODC-BY

Swin_V2_T_Weights.SENTINEL2_SI_MS_SATLAS

9

link

link

ODC-BY

Swin_V2_T_Weights.SENTINEL2_SI_RGB_SATLAS

3

link

link

ODC-BY

Swin_V2_B_Weights.SENTINEL2_MI_MS_SATLAS

9

link

link

ODC-BY

Swin_V2_B_Weights.SENTINEL2_MI_RGB_SATLAS

3

link

link

ODC-BY

Swin_V2_B_Weights.SENTINEL2_SI_MS_SATLAS

9

link

link

ODC-BY

Swin_V2_B_Weights.SENTINEL2_SI_RGB_SATLAS

3

link

link

ODC-BY

Tessera_Weights.TESSERA_SENTINEL2_ENCODER

11

link

link

CC0-1.0

Unet_Weights.SENTINEL2_2CLASS_FTW

8

link

link

CC-BY-4.0

Unet_Weights.SENTINEL2_2CLASS_NC_FTW

8

link

link

non-commercial

Unet_Weights.SENTINEL2_3CLASS_FTW

8

link

link

CC-BY-4.0

Unet_Weights.SENTINEL2_3CLASS_NC_FTW

8

link

link

non-commercial

Unet_Weights.SENTINEL2_FTW_PRUE_EFNETB3

8

link

non-commercial

Unet_Weights.SENTINEL2_FTW_PRUE_EFNETB5

8

link

non-commercial

Unet_Weights.SENTINEL2_FTW_PRUE_EFNETB7

8

link

non-commercial

Unet_Weights.SENTINEL2_FTW_PRUE_CCBY_EFNETB3

8

link

CC-BY-4.0

Unet_Weights.SENTINEL2_FTW_PRUE_CCBY_EFNETB5

8

link

CC-BY-4.0

Unet_Weights.SENTINEL2_FTW_PRUE_CCBY_EFNETB7

8

link

CC-BY-4.0

EarthLoc_Weights.SENTINEL2_RESNET50

3

link

link

MIT

Aerial#

Weight

Channels

Source

Citation

License

Swin_B_Weights.CITYSCAPES_SEMSEG

3

link

link

CC-BY-NC-4.0

Swin_S_Weights.CITYSCAPES_SEMSEG

3

link

link

CC-BY-NC-4.0

Swin_T_Weights.CITYSCAPES_SEMSEG

3

link

link

CC-BY-NC-4.0

Unet_Weights.OAM_RGB_RESNET34_TCD

3

link

link

CC-BY-NC-4.0

Unet_Weights.OAM_RGB_RESNET50_TCD

3

link

link

CC-BY-NC-4.0

Atmospheric#

N = Nowcasting, MWF = Medium-Range Weather Forecasting, S2S = Subseasonal to Seasonal, DS = Decadal Scale#

Weight

Sensor

Task

Source

Citation

License

Aurora_Weights.HRES_T0_PRETRAINED_AURORA

HRES-T0

MWF

link

link

MIT

Aurora_Weights.HRES_T0_PRETRAINED_12HR_AURORA

HRES-T0

MWF

link

link

MIT

Aurora_Weights.HRES_T0_PRETRAINED_SMALL_AURORA

HRES-T0

MWF

link

link

MIT

Aurora_Weights.HRES_T0_AURORA

HRES-T0

MWF

link

link

MIT

Aurora_Weights.HRES_T0_HIGH_RES_AURORA

HRES-T0

MWF

link

link

MIT

Aurora_Weights.HRES_CAMS_AIR_POLLUTION_AURORA

HRES-CAMS

MWF

link

link

MIT

Aurora_Weights.HRES_WAM0_WAVE_AURORA

HRES-WAM0

MWF

link

link

MIT