Index

A

accuracy() (in module urbanlc.analyze.metrics) add_module() (urbanlc.model.pipeline_transforms.AppendBUI method) all_bands (urbanlc.model.dataloader.CustomRasterDataset attribute) (urbanlc.model.dataloader.ESA2021 attribute) (urbanlc.model.dataloader.Landsat attribute) AppendBUI (class in urbanlc.model.pipeline_transforms) apply() (urbanlc.model.pipeline_transforms.AppendBUI method) apply_func() (urbanlc.model.pipeline_transforms.AppendBUI method) apply_non_transform() (urbanlc.model.pipeline_transforms.AppendBUI method) apply_non_transform_box() (urbanlc.model.pipeline_transforms.AppendBUI method) apply_non_transform_boxes() (urbanlc.model.pipeline_transforms.AppendBUI method) apply_non_transform_class() (urbanlc.model.pipeline_transforms.AppendBUI method)

apply_non_transform_keypoint() (urbanlc.model.pipeline_transforms.AppendBUI method) apply_non_transform_mask() (urbanlc.model.pipeline_transforms.AppendBUI method) apply_scale_factors() (urbanlc.downloader.landsat_downloader.Landsat_Collection2 method) (urbanlc.downloader.landsat_downloader.LandsatMSS method) (urbanlc.downloader.landsat_downloader.LandsatOLITIRS method) (urbanlc.downloader.landsat_downloader.LandsatTM method) apply_transform() (urbanlc.model.pipeline_transforms.AppendBUI method) apply_transform_box() (urbanlc.model.pipeline_transforms.AppendBUI method) apply_transform_boxes() (urbanlc.model.pipeline_transforms.AppendBUI method) apply_transform_class() (urbanlc.model.pipeline_transforms.AppendBUI method) apply_transform_keypoint() (urbanlc.model.pipeline_transforms.AppendBUI method) apply_transform_mask() (urbanlc.model.pipeline_transforms.AppendBUI method)

B

BaseDownloader (class in urbanlc.downloader.base) BaselineLCC (class in urbanlc.model.baseline) bfloat16() (urbanlc.model.pipeline_transforms.AppendBUI method) BoundingBox (class in urbanlc.downloader.base) bounds (urbanlc.downloader.base.BoundingBox attribute) (urbanlc.model.dataloader.CustomRasterDataset property) (urbanlc.model.dataloader.ESA2021 property) (urbanlc.model.dataloader.Landsat property)

buffers() (urbanlc.model.pipeline_transforms.AppendBUI method) build_model() (urbanlc.model.baseline.BaselineLCC method) (urbanlc.model.baseline.MSSBaseline method) (urbanlc.model.baseline.OLI_TIRSBaseline method) (urbanlc.model.baseline.TMBaseline method) (urbanlc.model.deep_learning.DeepLearningLCC method) (urbanlc.model.deep_learning.MSSDeepLearning method) (urbanlc.model.deep_learning.OLITIRSDeepLearning method) (urbanlc.model.deep_learning.TMDeepLearning method)

C

calculate_statistics() (urbanlc.model.pipeline_transforms.LandsatTransformer static method) (urbanlc.model.pipeline_transforms.MSSTransformer static method) (urbanlc.model.pipeline_transforms.OLITIRSTransformer static method) (urbanlc.model.pipeline_transforms.TMTransformer static method) children() (urbanlc.model.pipeline_transforms.AppendBUI method) cmap (urbanlc.model.dataloader.CustomRasterDataset attribute) (urbanlc.model.dataloader.ESA2021 attribute) (urbanlc.model.dataloader.Landsat attribute) cohen_kappa() (in module urbanlc.analyze.metrics) combine_prediction() (in module urbanlc.model.train_utils) compute_BUI() (in module urbanlc.model.pipeline_transforms) compute_NDBI() (in module urbanlc.model.pipeline_transforms) compute_NDVI() (in module urbanlc.model.pipeline_transforms) compute_NDWI() (in module urbanlc.model.pipeline_transforms) compute_transformation() (urbanlc.model.pipeline_transforms.AppendBUI method)

confusion_matrix() (in module urbanlc.analyze.metrics) construct_transform_map() (urbanlc.model.base.LCC method) (urbanlc.model.baseline.BaselineLCC method) (urbanlc.model.baseline.MSSBaseline method) (urbanlc.model.baseline.OLI_TIRSBaseline method) (urbanlc.model.baseline.TMBaseline method) (urbanlc.model.deep_learning.DeepLearningLCC method) (urbanlc.model.deep_learning.MSSDeepLearning method) (urbanlc.model.deep_learning.OLITIRSDeepLearning method) (urbanlc.model.deep_learning.TMDeepLearning method) cpu() (urbanlc.model.pipeline_transforms.AppendBUI method) crs (urbanlc.model.dataloader.CustomRasterDataset property) (urbanlc.model.dataloader.ESA2021 property) (urbanlc.model.dataloader.Landsat property) cuda() (urbanlc.model.pipeline_transforms.AppendBUI method) CustomRasterDataset (class in urbanlc.model.dataloader)

D

date_format (urbanlc.model.dataloader.CustomRasterDataset attribute) (urbanlc.model.dataloader.ESA2021 attribute) (urbanlc.model.dataloader.Landsat attribute) DeepLearningLCC (class in urbanlc.model.deep_learning) denormalize_class() (urbanlc.model.deep_learning.DeepLearningLCC method) (urbanlc.model.deep_learning.MSSDeepLearning method) (urbanlc.model.deep_learning.OLITIRSDeepLearning method) (urbanlc.model.deep_learning.TMDeepLearning method) double() (urbanlc.model.pipeline_transforms.AppendBUI method) download_image() (urbanlc.downloader.base.BaseDownloader method) (urbanlc.downloader.esa2021_downloader.ESAWorldCover method) (urbanlc.downloader.landsat_downloader.Landsat_Collection2 method) (urbanlc.downloader.landsat_downloader.LandsatMSS method) (urbanlc.downloader.landsat_downloader.LandsatOLITIRS method) (urbanlc.downloader.landsat_downloader.LandsatTM method)

download_images() (urbanlc.downloader.base.BaseDownloader method) (urbanlc.downloader.esa2021_downloader.ESAWorldCover method) (urbanlc.downloader.landsat_downloader.Landsat_Collection2 method) (urbanlc.downloader.landsat_downloader.LandsatMSS method) (urbanlc.downloader.landsat_downloader.LandsatOLITIRS method) (urbanlc.downloader.landsat_downloader.LandsatTM method) download_model() (in module urbanlc.model.download) dump_patches (urbanlc.model.pipeline_transforms.AppendBUI attribute)

E

ESA2021 (class in urbanlc.model.dataloader) ESAWorldCover (class in urbanlc.downloader.esa2021_downloader)

eval() (urbanlc.model.pipeline_transforms.AppendBUI method) export_geotiff() (in module urbanlc.utils) extra_repr() (urbanlc.model.pipeline_transforms.AppendBUI method)

F

filename_glob (urbanlc.model.dataloader.CustomRasterDataset attribute) (urbanlc.model.dataloader.ESA2021 attribute) (urbanlc.model.dataloader.Landsat attribute) filename_regex (urbanlc.model.dataloader.CustomRasterDataset attribute) (urbanlc.model.dataloader.ESA2021 attribute) (urbanlc.model.dataloader.Landsat attribute)

float() (urbanlc.model.pipeline_transforms.AppendBUI method) forward() (urbanlc.model.pipeline_transforms.AppendBUI method) forward_parameters() (urbanlc.model.pipeline_transforms.AppendBUI method) from_bounds() (urbanlc.downloader.base.BoundingBox class method) from_point() (urbanlc.downloader.base.BoundingBox class method)

G

generate_parameters() (urbanlc.model.pipeline_transforms.AppendBUI method) generate_transformation_matrix() (urbanlc.model.pipeline_transforms.AppendBUI method) get_buffer() (urbanlc.model.pipeline_transforms.AppendBUI method) get_class_distribution() (in module urbanlc.analyze.metrics) get_dataloader() (in module urbanlc.model.dataloader) get_esa_colormap() (in module urbanlc.analyze.visualizer) get_extra_state() (urbanlc.model.pipeline_transforms.AppendBUI method) get_metrics() (urbanlc.model.deep_learning.DeepLearningLCC method) (urbanlc.model.deep_learning.MSSDeepLearning method) (urbanlc.model.deep_learning.OLITIRSDeepLearning method) (urbanlc.model.deep_learning.TMDeepLearning method)

get_parameter() (urbanlc.model.pipeline_transforms.AppendBUI method) get_partition() (urbanlc.downloader.base.BoundingBox method) get_spatial_filter() (urbanlc.downloader.base.BaseDownloader method) (urbanlc.downloader.esa2021_downloader.ESAWorldCover method) (urbanlc.downloader.landsat_downloader.Landsat_Collection2 method) (urbanlc.downloader.landsat_downloader.LandsatMSS method) (urbanlc.downloader.landsat_downloader.LandsatOLITIRS method) (urbanlc.downloader.landsat_downloader.LandsatTM method) get_submodule() (urbanlc.model.pipeline_transforms.AppendBUI method)

H

half() (urbanlc.model.pipeline_transforms.AppendBUI method)

I

identity_matrix() (urbanlc.model.pipeline_transforms.AppendBUI method) infer() (urbanlc.model.base.LCC method) (urbanlc.model.baseline.BaselineLCC method) (urbanlc.model.baseline.MSSBaseline method) (urbanlc.model.baseline.OLI_TIRSBaseline method) (urbanlc.model.baseline.TMBaseline method) (urbanlc.model.deep_learning.DeepLearningLCC method) (urbanlc.model.deep_learning.MSSDeepLearning method) (urbanlc.model.deep_learning.OLITIRSDeepLearning method) (urbanlc.model.deep_learning.TMDeepLearning method) initialize() (urbanlc.downloader.esa2021_downloader.ESAWorldCover class method) (urbanlc.downloader.landsat_downloader.LandsatMSS class method) (urbanlc.downloader.landsat_downloader.LandsatOLITIRS class method) (urbanlc.downloader.landsat_downloader.LandsatTM class method)

inverse_boxes() (urbanlc.model.pipeline_transforms.AppendBUI method) inverse_classes() (urbanlc.model.pipeline_transforms.AppendBUI method) inverse_inputs() (urbanlc.model.pipeline_transforms.AppendBUI method) inverse_keypoints() (urbanlc.model.pipeline_transforms.AppendBUI method) inverse_masks() (urbanlc.model.pipeline_transforms.AppendBUI method) ipu() (urbanlc.model.pipeline_transforms.AppendBUI method) is_image (urbanlc.model.dataloader.CustomRasterDataset attribute) (urbanlc.model.dataloader.ESA2021 attribute) (urbanlc.model.dataloader.Landsat attribute)

L

Landsat (class in urbanlc.model.dataloader) Landsat_Collection2 (class in urbanlc.downloader.landsat_downloader) LandsatMSS (class in urbanlc.downloader.landsat_downloader) LandsatOLITIRS (class in urbanlc.downloader.landsat_downloader) LandsatTM (class in urbanlc.downloader.landsat_downloader) LandsatTransformer (class in urbanlc.model.pipeline_transforms) LCC (class in urbanlc.model.base) load_checkpoint() (in module urbanlc.model.train_utils) load_model() (urbanlc.model.base.LCC method) (urbanlc.model.baseline.BaselineLCC method) (urbanlc.model.baseline.MSSBaseline method) (urbanlc.model.baseline.OLI_TIRSBaseline method) (urbanlc.model.baseline.TMBaseline method) (urbanlc.model.deep_learning.DeepLearningLCC method) (urbanlc.model.deep_learning.MSSDeepLearning method) (urbanlc.model.deep_learning.OLITIRSDeepLearning method) (urbanlc.model.deep_learning.TMDeepLearning method)

load_state_dict() (urbanlc.model.pipeline_transforms.AppendBUI method)

M

mask_clouds() (urbanlc.downloader.landsat_downloader.Landsat_Collection2 method) (urbanlc.downloader.landsat_downloader.LandsatMSS method) (urbanlc.downloader.landsat_downloader.LandsatOLITIRS method) (urbanlc.downloader.landsat_downloader.LandsatTM method) merge_patches() (urbanlc.downloader.base.BaseDownloader method) (urbanlc.downloader.esa2021_downloader.ESAWorldCover method) (urbanlc.downloader.landsat_downloader.Landsat_Collection2 method) (urbanlc.downloader.landsat_downloader.LandsatMSS method) (urbanlc.downloader.landsat_downloader.LandsatOLITIRS method) (urbanlc.downloader.landsat_downloader.LandsatTM method) mix_patch() (in module urbanlc.model.pipeline_transforms) module urbanlc urbanlc.analyze urbanlc.analyze.constant urbanlc.analyze.evaluate urbanlc.analyze.metrics, [1] urbanlc.analyze.visualizer, [1] urbanlc.downloader urbanlc.downloader.base, [1] urbanlc.downloader.downloader_constant urbanlc.downloader.esa2021_downloader, [1] urbanlc.downloader.general urbanlc.downloader.landsat_downloader, [1] urbanlc.downloader.logger urbanlc.model urbanlc.model.base, [1] urbanlc.model.baseline, [1] urbanlc.model.dataloader, [1] urbanlc.model.deep_learning, [1] urbanlc.model.download, [1] urbanlc.model.pipeline_transforms, [1] urbanlc.model.train_utils, [1] urbanlc.utils, [1]

modules() (urbanlc.model.pipeline_transforms.AppendBUI method) MSS() (urbanlc.model.dataloader.Landsat class method) MSSBaseline (class in urbanlc.model.baseline) MSSDeepLearning (class in urbanlc.model.deep_learning) MSSTransformer (class in urbanlc.model.pipeline_transforms)

N

named_buffers() (urbanlc.model.pipeline_transforms.AppendBUI method) named_children() (urbanlc.model.pipeline_transforms.AppendBUI method) named_modules() (urbanlc.model.pipeline_transforms.AppendBUI method) named_parameters() (urbanlc.model.pipeline_transforms.AppendBUI method)

normalize_class() (urbanlc.model.deep_learning.DeepLearningLCC method) (urbanlc.model.deep_learning.MSSDeepLearning method) (urbanlc.model.deep_learning.OLITIRSDeepLearning method) (urbanlc.model.deep_learning.TMDeepLearning method)

O

OLI_TIRSBaseline (class in urbanlc.model.baseline) OLITIRS() (urbanlc.model.dataloader.Landsat class method) OLITIRSDeepLearning (class in urbanlc.model.deep_learning)

OLITIRSTransformer (class in urbanlc.model.pipeline_transforms) open_at_scale() (in module urbanlc.utils) open_at_size() (in module urbanlc.utils)

P

parameters() (urbanlc.model.pipeline_transforms.AppendBUI method) parse_paths() (in module urbanlc.model.dataloader) plot_change() (in module urbanlc.analyze.visualizer)

plot_class_distribution() (in module urbanlc.analyze.visualizer) plot_land_cover() (in module urbanlc.analyze.visualizer) plot_landsat() (in module urbanlc.analyze.visualizer) producer_accuracy() (in module urbanlc.analyze.metrics)

R

rand_bbox() (in module urbanlc.model.pipeline_transforms) region (urbanlc.downloader.base.BoundingBox attribute) register_backward_hook() (urbanlc.model.pipeline_transforms.AppendBUI method) register_buffer() (urbanlc.model.pipeline_transforms.AppendBUI method) register_forward_hook() (urbanlc.model.pipeline_transforms.AppendBUI method) register_forward_pre_hook() (urbanlc.model.pipeline_transforms.AppendBUI method) register_full_backward_hook() (urbanlc.model.pipeline_transforms.AppendBUI method) register_load_state_dict_post_hook() (urbanlc.model.pipeline_transforms.AppendBUI method) register_module() (urbanlc.model.pipeline_transforms.AppendBUI method) register_parameter() (urbanlc.model.pipeline_transforms.AppendBUI method) remove_cache() (urbanlc.downloader.base.BaseDownloader method) (urbanlc.downloader.esa2021_downloader.ESAWorldCover method) (urbanlc.downloader.landsat_downloader.Landsat_Collection2 method) (urbanlc.downloader.landsat_downloader.LandsatMSS method) (urbanlc.downloader.landsat_downloader.LandsatOLITIRS method) (urbanlc.downloader.landsat_downloader.LandsatTM method)

requires_grad_() (urbanlc.model.pipeline_transforms.AppendBUI method) retrieve_image() (urbanlc.downloader.landsat_downloader.Landsat_Collection2 method) (urbanlc.downloader.landsat_downloader.LandsatMSS method) (urbanlc.downloader.landsat_downloader.LandsatOLITIRS method) (urbanlc.downloader.landsat_downloader.LandsatTM method) retrieve_images() (urbanlc.model.baseline.BaselineLCC method) (urbanlc.model.baseline.MSSBaseline method) (urbanlc.model.baseline.OLI_TIRSBaseline method) (urbanlc.model.baseline.TMBaseline method) rgb_bands (urbanlc.model.dataloader.CustomRasterDataset attribute) (urbanlc.model.dataloader.ESA2021 attribute) (urbanlc.model.dataloader.Landsat attribute)

S

save_checkpoint() (in module urbanlc.model.train_utils) save_model() (urbanlc.model.base.LCC method) (urbanlc.model.baseline.BaselineLCC method) (urbanlc.model.baseline.MSSBaseline method) (urbanlc.model.baseline.OLI_TIRSBaseline method) (urbanlc.model.baseline.TMBaseline method) (urbanlc.model.deep_learning.DeepLearningLCC method) (urbanlc.model.deep_learning.MSSDeepLearning method) (urbanlc.model.deep_learning.OLITIRSDeepLearning method) (urbanlc.model.deep_learning.TMDeepLearning method) segment_satelite_image() (in module urbanlc.model.train_utils) separate_files (urbanlc.model.dataloader.CustomRasterDataset attribute) (urbanlc.model.dataloader.ESA2021 attribute) (urbanlc.model.dataloader.Landsat attribute) set_device() (urbanlc.model.deep_learning.DeepLearningLCC method) (urbanlc.model.deep_learning.MSSDeepLearning method) (urbanlc.model.deep_learning.OLITIRSDeepLearning method) (urbanlc.model.deep_learning.TMDeepLearning method)

set_extra_state() (urbanlc.model.pipeline_transforms.AppendBUI method) set_rng_device_and_dtype() (urbanlc.model.pipeline_transforms.AppendBUI method) set_root() (urbanlc.downloader.base.BaseDownloader method) (urbanlc.downloader.esa2021_downloader.ESAWorldCover method) (urbanlc.downloader.landsat_downloader.Landsat_Collection2 method) (urbanlc.downloader.landsat_downloader.LandsatMSS method) (urbanlc.downloader.landsat_downloader.LandsatOLITIRS method) (urbanlc.downloader.landsat_downloader.LandsatTM method) set_seed() (in module urbanlc.model.train_utils) setup_trainer() (urbanlc.model.deep_learning.DeepLearningLCC method) (urbanlc.model.deep_learning.MSSDeepLearning method) (urbanlc.model.deep_learning.OLITIRSDeepLearning method) (urbanlc.model.deep_learning.TMDeepLearning method) share_memory() (urbanlc.model.pipeline_transforms.AppendBUI method) show_esa_label() (in module urbanlc.analyze.visualizer) state_dict() (urbanlc.model.pipeline_transforms.AppendBUI method)

T

T_destination (urbanlc.model.pipeline_transforms.AppendBUI attribute) TM() (urbanlc.model.dataloader.Landsat class method) TMBaseline (class in urbanlc.model.baseline) TMDeepLearning (class in urbanlc.model.deep_learning) TMTransformer (class in urbanlc.model.pipeline_transforms) to() (urbanlc.model.deep_learning.DeepLearningLCC method) (urbanlc.model.deep_learning.MSSDeepLearning method) (urbanlc.model.deep_learning.OLITIRSDeepLearning method) (urbanlc.model.deep_learning.TMDeepLearning method) (urbanlc.model.pipeline_transforms.AppendBUI method) to_empty() (urbanlc.model.pipeline_transforms.AppendBUI method) train() (urbanlc.model.base.LCC method) (urbanlc.model.baseline.BaselineLCC method) (urbanlc.model.baseline.MSSBaseline method) (urbanlc.model.baseline.OLI_TIRSBaseline method) (urbanlc.model.baseline.TMBaseline method) (urbanlc.model.deep_learning.DeepLearningLCC method) (urbanlc.model.deep_learning.MSSDeepLearning method) (urbanlc.model.deep_learning.OLITIRSDeepLearning method) (urbanlc.model.deep_learning.TMDeepLearning method) (urbanlc.model.pipeline_transforms.AppendBUI method)

train_one_epoch() (urbanlc.model.deep_learning.DeepLearningLCC method) (urbanlc.model.deep_learning.MSSDeepLearning method) (urbanlc.model.deep_learning.OLITIRSDeepLearning method) (urbanlc.model.deep_learning.TMDeepLearning method) transform() (urbanlc.model.pipeline_transforms.LandsatTransformer method) (urbanlc.model.pipeline_transforms.MSSTransformer method) (urbanlc.model.pipeline_transforms.OLITIRSTransformer method) (urbanlc.model.pipeline_transforms.TMTransformer method) transform_boxes() (urbanlc.model.pipeline_transforms.AppendBUI method) transform_classes() (urbanlc.model.pipeline_transforms.AppendBUI method) transform_inputs() (urbanlc.model.pipeline_transforms.AppendBUI method) transform_keypoints() (urbanlc.model.pipeline_transforms.AppendBUI method) transform_masks() (urbanlc.model.pipeline_transforms.AppendBUI method) transform_matrix (urbanlc.model.pipeline_transforms.AppendBUI property) transform_output_tensor() (urbanlc.model.pipeline_transforms.AppendBUI method) transform_pipeline() (urbanlc.model.baseline.BaselineLCC method) (urbanlc.model.baseline.MSSBaseline method) (urbanlc.model.baseline.OLI_TIRSBaseline method) (urbanlc.model.baseline.TMBaseline method) transform_tensor() (urbanlc.model.pipeline_transforms.AppendBUI method) type() (urbanlc.model.pipeline_transforms.AppendBUI method)

U

update_transform_map() (urbanlc.model.baseline.BaselineLCC method) (urbanlc.model.baseline.MSSBaseline method) (urbanlc.model.baseline.OLI_TIRSBaseline method) (urbanlc.model.baseline.TMBaseline method) urbanlc module urbanlc.analyze module urbanlc.analyze.constant module urbanlc.analyze.evaluate module urbanlc.analyze.metrics module, [1] urbanlc.analyze.visualizer module, [1] urbanlc.downloader module urbanlc.downloader.base module, [1] urbanlc.downloader.downloader_constant module urbanlc.downloader.esa2021_downloader module, [1]

urbanlc.downloader.general module urbanlc.downloader.landsat_downloader module, [1] urbanlc.downloader.logger module urbanlc.model module urbanlc.model.base module, [1] urbanlc.model.baseline module, [1] urbanlc.model.dataloader module, [1] urbanlc.model.deep_learning module, [1] urbanlc.model.download module, [1] urbanlc.model.pipeline_transforms module, [1] urbanlc.model.train_utils module, [1] urbanlc.utils module, [1] user_accuracy() (in module urbanlc.analyze.metrics)

V

validate() (urbanlc.model.base.LCC method) (urbanlc.model.baseline.BaselineLCC method) (urbanlc.model.baseline.MSSBaseline method) (urbanlc.model.baseline.OLI_TIRSBaseline method) (urbanlc.model.baseline.TMBaseline method) (urbanlc.model.deep_learning.DeepLearningLCC method) (urbanlc.model.deep_learning.MSSDeepLearning method) (urbanlc.model.deep_learning.OLITIRSDeepLearning method) (urbanlc.model.deep_learning.TMDeepLearning method)

validate_tensor() (urbanlc.model.pipeline_transforms.AppendBUI method) visualize_data_batch() (in module urbanlc.analyze.visualizer)

X

xpu() (urbanlc.model.pipeline_transforms.AppendBUI method)

Z

zero_grad() (urbanlc.model.pipeline_transforms.AppendBUI method)