geowatch.tasks package

Subpackages

• geowatch.tasks.cold package
  • Submodules
    • geowatch.tasks.cold.assemble_cold_result_kwcoco module
      • AssembleColdKwcocoConfig
      • assemble_main()
      • get_gdal_transform()
      • read_json_metadata()
    • geowatch.tasks.cold.export_change_map module
    • geowatch.tasks.cold.export_cold_result_kwcoco module
      • ExportColdKwcocoConfig
      • export_cold_main()
      • NoMatchingColdCurve
      • extract_features()
      • read_json_metadata()
    • geowatch.tasks.cold.predict module
      • ColdPredictConfig
      • cold_predict_main()
    • geowatch.tasks.cold.prepare_ard module
      • mask_value()
      • qabitval_array_HLS()
      • qabitval_array()
      • qabitval_array_c2()
      • load_data()
      • single_image_stacking_hls()
      • single_image_stacking_hls14()
      • single_image_stacking()
      • single_image_stacking_collection2()
      • checkfinished_step1()
      • checkfinished_step2()
      • checkfinished_step3_partition()
      • checkfinished_step3_nopartition()
      • get_extent()
      • get_feature()
      • explode()
      • bbox()
    • geowatch.tasks.cold.prepare_kwcoco module
      • PrepareKwcocoConfig
      • prepare_kwcoco_main()
      • qa_decoding()
      • qa_decoding_no_boundary()
      • setup_logging()
      • hist_cut()
      • minmax_norm()
      • artificial_surface_index()
      • stack_kwcoco()
      • stack_kwcoco_PD()
      • process_one_coco_image()
    • geowatch.tasks.cold.tile_processing module
      • tileprocessing_report()
      • reading_start_dates_nmaps()
      • is_finished_cold_blockfinished()
      • is_finished_assemble_cmmaps()
      • get_stack_date()
    • geowatch.tasks.cold.tile_processing_kwcoco module
      • TileProcessingKwcocoConfig
      • tile_process_main()
      • read_json_metadata()
      • is_finished_cold_blockfinished()
      • get_stack_date()
      • reading_start_dates_nmaps()
      • is_finished_assemble_cmmaps()
    • geowatch.tasks.cold.transfer_features module
      • TransferCocoConfig
      • transfer_features_main()
    • geowatch.tasks.cold.writing_kwcoco module
      • WriteColdCocoConfig
      • cold_writing_kwcoco_main()
      • read_json_metadata()
  • Module contents
• geowatch.tasks.depth package
  • Submodules
    • geowatch.tasks.depth.backbone module
      • get_backbone()
      • set_download_dir()
    • geowatch.tasks.depth.datasets module
      • WVRgbDataset
      • WVSuperRgbDataset
    • geowatch.tasks.depth.demo_transform module
      • Scale
      • CenterCrop
      • ToTensor
      • ToNumpy
      • Normalize
      • Lighting
    • geowatch.tasks.depth.dzyne_img_util module
      • pad()
      • unpad()
      • minmax()
      • equalizeRGB()
      • normalizeRGB()
      • load_image()
      • readRasterImage()
    • geowatch.tasks.depth.pl_highres_verify module
      • modify_bn()
      • MultiTaskModel
      • anisotropic_diffusion()
    • geowatch.tasks.depth.predict module
      • fake_model()
      • run_inference()
    • geowatch.tasks.depth.utils module
      • process_image_chunked()
  • Module contents
• geowatch.tasks.depth_pcd package
  • Submodules
    • geowatch.tasks.depth_pcd.filter_tracks module
      • FilterTracksConfig
      • main()
    • geowatch.tasks.depth_pcd.model module
    • geowatch.tasks.depth_pcd.model_test module
      • mwe_tensorflow()
    • geowatch.tasks.depth_pcd.score_tracks module
      • ScoreTracksConfig
      • score_tracks()
      • main()
  • Module contents
• geowatch.tasks.dino_detector package
  • Submodules
    • geowatch.tasks.dino_detector.building_validator module
      • BuildingValidatorConfig
      • main()
      • make_decisions()
      • building_in_image_features()
      • CouldNotValidate
    • geowatch.tasks.dino_detector.predict module
      • BuildingDetectorConfig
      • WrapperDataset
      • main()
      • dino_preproc_item()
      • dino_predict()
  • Module contents
• geowatch.tasks.fusion package
  • Subpackages
    • geowatch.tasks.fusion.architectures package
      • Submodules
      • Module contents
    • geowatch.tasks.fusion.datamodules package
      • Subpackages
      • Submodules
      • Module contents
    • geowatch.tasks.fusion.methods package
      • Submodules
      • Module contents
  • Submodules
    • geowatch.tasks.fusion.coco_stitcher module
      • demo_coco_stitching_manager()
      • CocoStitchingManager
      • quantize_image()
      • fix_slice()
    • geowatch.tasks.fusion.evaluate module
      • SegmentationEvalConfig
      • main()
      • single_image_segmentation_metrics()
      • draw_confusion_image()
      • colorize_class_probs()
      • draw_truth_borders()
      • dump_chunked_confusion()
      • evaluate_segmentations()
      • MaxQueuePool
    • geowatch.tasks.fusion.fit module
      • coerce_initializer()
    • geowatch.tasks.fusion.fit_lightning module
      • custom_yaml_load()
      • custom_yaml_dump()
      • SmartTrainer
      • TorchGlobals
      • WeightInitializer
      • SmartLightningCLI
      • instantiate_datamodule()
      • make_cli()
      • main()
    • geowatch.tasks.fusion.fit_registery module
      • Usage
      • Registery
      • DictRegistery
      • ListRegistery
      • NewDVCRegistery
      • FitRegistery
      • FitRegisteryCLI
    • geowatch.tasks.fusion.helper_scripts module
      • train_time_helper_scripts()
    • geowatch.tasks.fusion.predict module
      • DataModuleConfigMixin
      • PredictConfig
      • build_stitching_managers()
      • resolve_datamodule()
      • PeriodicMemoryMonitor
      • predict()
      • Predictor
      • main()
    • geowatch.tasks.fusion.production module
    • geowatch.tasks.fusion.utils module
      • millify()
      • load_model_from_package()
      • load_model_header()
      • Lambda
      • DimensionDropout
      • SinePositionalEncoding
      • model_json()
  • Module contents
• geowatch.tasks.invariants package
  • Subpackages
    • geowatch.tasks.invariants.late_fusion package
      • Submodules
      • Module contents
  • Submodules
    • geowatch.tasks.invariants.change module
      • change
      • main()
    • geowatch.tasks.invariants.fit module
      • main()
    • geowatch.tasks.invariants.fit_segment module
      • main()
    • geowatch.tasks.invariants.iarpa_dataset module
      • kwcoco_dataset
    • geowatch.tasks.invariants.predict module
      • InvariantPredictConfig
      • Predictor
      • main()
    • geowatch.tasks.invariants.pretext_model module
      • pretext
    • geowatch.tasks.invariants.segmentation_model module
      • segmentation_model
  • Module contents
• geowatch.tasks.landcover package
  • Submodules
    • geowatch.tasks.landcover.datasets module
      • S2Dataset
      • WVDataset
      • imresize()
    • geowatch.tasks.landcover.detector module
      • run()
      • pad()
      • predict_image()
      • normalize()
      • get_device()
      • get_model_device()
      • load_model()
    • geowatch.tasks.landcover.fit module
    • geowatch.tasks.landcover.model_info module
      • ModelInfo
      • S2ModelInfo
      • WVModelInfo
      • lookup_model_info()
    • geowatch.tasks.landcover.nets module
      • double_conv()
      • UNetR
    • geowatch.tasks.landcover.predict module
      • LandcoverPredictConfig
      • predict()
      • get_output_file()
  • Module contents
• geowatch.tasks.mae package
  • Submodules
    • geowatch.tasks.mae.predict module
      • MAEPredictConfig
      • WatchDataset
      • pair()
      • PreNorm
      • FeedForward
      • Attention
      • Transformer
      • ViT
      • MAE
      • MaeCityscape
      • sigmoid()
      • Predict
      • main()
    • geowatch.tasks.mae.predictV2 module
      • WatchDataset
      • MAEPredictConfig
      • pair()
      • PreNorm
      • FeedForward
      • Attention
      • Transformer
      • ViT
      • MAE
      • MaeCityscape
      • sigmoid()
      • Predict
      • main()
    • geowatch.tasks.mae.predictV3 module
      • WatchDataset
      • MAEPredictConfig
      • pair()
      • PreNorm
      • FeedForward
      • Attention
      • Transformer
      • ViT
      • MAE
      • MaeCityscape
      • sigmoid()
      • Predict
      • main()
  • Module contents
• geowatch.tasks.metrics package
  • Submodules
    • geowatch.tasks.metrics.merge_iarpa_metrics module
      • RegionResult
      • merge_bas_metrics_results()
      • merge_sc_metrics_results()
      • merge_metrics_results()
      • iarpa_bas_color_legend()
    • geowatch.tasks.metrics.viz_sc_results module
      • viz_sc()
      • viz_sc_gantt()
      • viz_sc_multi()
  • Module contents
• geowatch.tasks.poly_from_point package
  • Submodules
    • geowatch.tasks.poly_from_point.Run_All_SAM module
      • main()
    • geowatch.tasks.poly_from_point.predict module
      • PolyFromPointCLI
      • convert_polygons_to_region_model()
      • extract_polygons()
      • image_predicted()
      • show_mask()
      • load_sam()
      • comput_average_boxes()
      • get_vidspace_info()
      • load_point_annots()
      • convert_points_to_poly_with_sam_method()
    • geowatch.tasks.poly_from_point.run_all_pointgen module
      • RunAllPointgenCLI
      • main()
  • Module contents
• geowatch.tasks.sam package
  • Submodules
    • geowatch.tasks.sam.predict module
      • SAMConfig
      • rgb_from_kwcoco_frame()
      • SAMWrapperDataset
      • DenseFeaturePredictor
      • SAMFeaturePredictor
      • main()
  • Module contents
• geowatch.tasks.tracking package
  • Submodules
    • geowatch.tasks.tracking.abstract_classes module
      • TrackFunction
      • NoOpTrackFunction
      • NewTrackFunction
      • WrappedSingleVideoCocoDataset
    • geowatch.tasks.tracking.agg_functions module
      • binary()
      • rescaled_binary()
      • probs()
      • rescaled_probs()
      • mean_normalized()
      • frequency_weighted_mean()
    • geowatch.tasks.tracking.from_heatmap module
      • DataFrameFilter
      • TimePolygonFilter
      • TimeSplitFilter
      • ResponsePolygonFilter
      • site_validation()
      • time_aggregated_polys()
      • TimeAggregatedPolysConfig
      • CommonTrackFn
      • TrackFnWithSV
      • TimeAggregatedBAS
      • TimeAggregatedSC
      • TimeAggregatedSV
    • geowatch.tasks.tracking.from_polygon module
      • MonoTrack
      • as_shapely_polys()
      • OverlapTrack
    • geowatch.tasks.tracking.normalize module
      • dedupe_annots()
      • remove_small_annots()
      • ensure_videos()
      • dedupe_tracks()
      • shapely_round()
      • normalize_phases()
      • dedupe_dates()
      • run_tracking_pipeline()
      • normalize()
    • geowatch.tasks.tracking.old_polygon_extraction module
      • FoundNothing
      • PolygonExtractConfig
      • heatmaps_to_polys()
    • geowatch.tasks.tracking.phase module
      • viterbi()
      • class_label_smoothing()
      • interpolate()
      • baseline()
      • sort_by_gid()
      • ensure_post()
      • dedupe_background_anns()
      • current_date()
      • phase_prediction_baseline()
    • geowatch.tasks.tracking.polygon_extraction module
      • PolygonExtractor
      • impute_nans()
      • impute_nans2()
      • FeatureCube
      • TimeIntervalSequence
      • TimeInterval
      • toydata_demo()
      • real_data_demo_case_1()
      • real_data_demo_case_2()
      • real_data_demo_case_3()
      • real_data_demo_case_1_fixed()
      • generate_real_example()
      • LabelMask
      • coco_make_track_gdf()
      • imread_many()
    • geowatch.tasks.tracking.utils module
      • trackid_is_default()
      • check_only_bg()
      • gpd_sort_by_gid()
      • gpd_len()
      • gpd_compute_scores()
      • score_track_polys()
      • score_poly()
      • mask_to_polygons()
    • geowatch.tasks.tracking.visualize module
      • visualize_videos()
      • are_bas_dct()
      • viz_track_scores()
  • Module contents
• geowatch.tasks.uky_temporal_prediction package
  • Subpackages
  • Submodules
    • geowatch.tasks.uky_temporal_prediction.fit module
      • main()
    • geowatch.tasks.uky_temporal_prediction.predict module
      • extract_features()
      • main()
    • geowatch.tasks.uky_temporal_prediction.time_sort_S7 module
      • space7_sort
      • main()
    • geowatch.tasks.uky_temporal_prediction.time_sort_module module
      • time_sort
  • Module contents

Module contents