Index

_

__call__() (AstroPredictor method), [1] (ImageReader method) (KRandomAugmentationList method) (ShapePredictor method) __repr__() (_TransformToAug method) (KRandomAugmentationList method) __str__ (_TransformToAug attribute) (KRandomAugmentationList attribute) _areaRng (COCOEvaluatorRecall attribute) _change_color_brightness() (Visualizer method) _convert_boxes() (Visualizer method) _convert_keypoints() (Visualizer method) _convert_masks() (Visualizer method) _cpu_device (COCOEvaluatorRecall attribute) _create_grayscale_image() (Visualizer method) _data_loader (LossEvalHook attribute) _default_font_size (Visualizer attribute) _derive_coco_results() (COCOEvaluatorRecall method) _distributed (COCOEvaluatorRecall attribute) _do_evaluation (COCOEvaluatorRecall attribute) _do_loss_eval() (LossEvalHook method) _draw_text_in_mask() (Visualizer method) _eval_predictions() (COCOEvaluatorRecall method) _evaluate_predictions_on_coco() (in module deepdisc.astrodet.astrodet) _get_loss() (LossEvalHook method) _instance_mode (Visualizer attribute) _jitter() (Visualizer method) _logger (COCOEvaluatorRecall attribute)

_max_dets_per_image (COCOEvaluatorRecall attribute) _metadata (COCOEvaluatorRecall attribute) _model (LossEvalHook attribute) _move_to_current_device() (Backbone method) (GeneralizedRCNNWCS method) _optimizer (CustomLRScheduler attribute) _output_dir (COCOEvaluatorRecall attribute) _period (LossEvalHook attribute) (SaveHook attribute) _plot_scene() (in module deepdisc.astrodet.scarlet_catalog) (in module deepdisc.astrodet.scarlet_nocatalog) (in module deepdisc.preprocessing.detection) _plot_wavelet() (in module deepdisc.astrodet.scarlet_catalog) (in module deepdisc.astrodet.scarlet_nocatalog) _postprocess() (Backbone static method) (GeneralizedRCNNWCS static method) _read_image() (ImageReader method) (NumpyImageReader method) (wlDC2ImageReader method) (wlDC2psfImageReader method) (wlHSCImageReader method) _scheduler (CustomLRScheduler attribute) _setup_augs() (KRandomAugmentationList method) _setup_figure() (VisImage method) _transform_to_aug() (in module deepdisc.astrodet.detectron) _TransformToAug (class in deepdisc.astrodet.detectron) _use_fast_impl (COCOEvaluatorRecall attribute) _verify_input_file_count() (DDLoader method)

A

A_EBV (in module deepdisc.data_format.augment_image) accumulate_custom() (COCOeval_opt_custom method) add_scaling() (ImageReader class method) add_val_loss() (LazyAstroEvaluator method) (LazyAstroTrainer method) (NewAstroTrainer method) add_val_loss_dict() (LazyAstroEvaluator method) (LazyAstroTrainer method) after_step() (CustomLRScheduler method) (LossEvalHook method) (SaveHook method) annotate_dc2() (in module deepdisc.data_format.annotation_functions.annotate_dc2) annotate_dc2_wcs() (in module deepdisc.data_format.annotation_functions.annotate_dc2)

annotate_decam() (in module deepdisc.data_format.annotation_functions.annotate_decam) annotate_hsc() (in module deepdisc.data_format.annotation_functions.annotate_hsc) annotate_hsc_new() (in module deepdisc.data_format.annotation_functions.annotate_hsc) apply_coords() (GenericWrapperTransform method) apply_image() (GenericWrapperTransform method) apply_segmentation() (GenericWrapperTransform method) asinh_norm() (in module deepdisc.utils.norms) AstroPredictor (class in deepdisc.astrodet.astrodet) (class in deepdisc.inference.predictors) aug (AstroPredictor attribute), [1] (ShapePredictor attribute) augmentations (DataMapper attribute) augs (KRandomAugmentationList attribute)

B

backbone (Backbone attribute) Backbone (class in deepdisc.model.meta_arch) backbone (GeneralizedRCNNWCS attribute) bands (wlDC2ImageReader attribute) (wlHSCImageReader attribute)

before_train() (CustomLRScheduler method) build_lr_scheduler() (LazyAstroEvaluator class method) (LazyAstroTrainer class method) (NewAstroTrainer class method)

C

cfg (AstroPredictor attribute), [1] (ShapePredictor attribute) checkpointer (LazyAstroEvaluator attribute) (LazyAstroTrainer attribute) (NewAstroTrainer attribute) COCOeval_opt_custom (class in deepdisc.astrodet.astrodet) COCOEvaluatorRecall (class in deepdisc.astrodet.astrodet) colormap() (in module deepdisc.astrodet.colormap)

ColorMode (class in deepdisc.astrodet.visualizer) convert_to_coco_dict() (in module deepdisc.astrodet.astrodet) convert_to_coco_json() (in module deepdisc.astrodet.astrodet) convert_to_json() (in module deepdisc.data_format.conversions) (in module deepdisc.data_format.file_io) cpu_device (Visualizer attribute) cropaug (KRandomAugmentationList attribute) CustomAug (class in deepdisc.astrodet.detectron) CustomLRScheduler (class in deepdisc.astrodet.detectron)

D

DataMapper (class in deepdisc.model.loaders) dataset (DDLoader attribute) dc2_train_augs() (in module deepdisc.data_format.augment_image) ddict_to_hdf5() (in module deepdisc.data_format.conversions) DDLoader (class in deepdisc.data_format.file_io) deepdisc module deepdisc.astrodet module deepdisc.astrodet.astrodet module deepdisc.astrodet.colormap module deepdisc.astrodet.detectron module deepdisc.astrodet.scarlet_catalog module deepdisc.astrodet.scarlet_nocatalog module deepdisc.astrodet.visualizer module deepdisc.data_format module deepdisc.data_format.annotation_functions module deepdisc.data_format.annotation_functions.annotate_dc2 module deepdisc.data_format.annotation_functions.annotate_decam module deepdisc.data_format.annotation_functions.annotate_hsc module deepdisc.data_format.augment_image module deepdisc.data_format.conversions module deepdisc.data_format.file_io module deepdisc.data_format.image_readers module deepdisc.data_format.register_data module deepdisc.inference module deepdisc.inference.match_objects module deepdisc.inference.predictors module

deepdisc.model module deepdisc.model.loaders module deepdisc.model.meta_arch module deepdisc.model.models module deepdisc.preprocessing module deepdisc.preprocessing.detection module deepdisc.preprocessing.get_data module deepdisc.preprocessing.process module deepdisc.training module deepdisc.training.trainers module deepdisc.utils module deepdisc.utils.norms module deepdisc.utils.parse_arguments module default() (NpEncoder method) device (Backbone property) (GeneralizedRCNNWCS property) DictMapper (class in deepdisc.model.loaders) draw_and_connect_keypoints() (Visualizer method) draw_binary_mask() (Visualizer method) draw_box() (Visualizer method) draw_circle() (Visualizer method) draw_dataset_dict() (Visualizer method) draw_instance_predictions() (Visualizer method) draw_line() (Visualizer method) draw_panoptic_seg() (Visualizer method) draw_panoptic_seg_predictions (Visualizer attribute) draw_polygon() (Visualizer method) draw_rotated_box_with_label() (Visualizer method) draw_sem_seg() (Visualizer method) draw_soft_mask() (Visualizer method) draw_text() (Visualizer method) dtype_from_args() (in module deepdisc.utils.parse_arguments)

E

enable_color_jitter (Visualizer attribute)

evaluate_custom() (COCOeval_opt_custom method)

F

feature_level (Backbone attribute) filedict (DDLoader attribute) FILT_INX (in module deepdisc.data_format.annotation_functions.annotate_dc2) (in module deepdisc.data_format.annotation_functions.annotate_hsc) fit_scarlet_blend() (in module deepdisc.astrodet.scarlet_catalog) (in module deepdisc.astrodet.scarlet_nocatalog) (in module deepdisc.preprocessing.detection)

fitsim_to_hdf5() (in module deepdisc.data_format.conversions) fitsim_to_numpy() (in module deepdisc.data_format.conversions) forward() (Backbone method) (GeneralizedRCNNWCS method) from_config() (GeneralizedRCNNWCS class method)

G

gaussblur() (in module deepdisc.data_format.augment_image) GeneralizedRCNNWCS (class in deepdisc.model.meta_arch) generate_dataset_dict() (DDLoader method) generate_filedict() (DDLoader method) GenericWrapperTransform (class in deepdisc.astrodet.detectron) get_best_param_group_id() (CustomLRScheduler static method) get_centers() (in module deepdisc.preprocessing.get_data) get_cutout() (in module deepdisc.preprocessing.get_data) get_cutout_cat() (in module deepdisc.preprocessing.get_data) get_cutout_HSC() (in module deepdisc.preprocessing.get_data) get_data_from_json() (in module deepdisc.data_format.file_io) get_dataset() (DDLoader method) get_DC2_data() (in module deepdisc.preprocessing.get_data) get_DC2_data_alltracts() (in module deepdisc.preprocessing.get_data) get_DC2_psf_alltracts() (in module deepdisc.preprocessing.get_data)

get_HSC() (in module deepdisc.preprocessing.get_data) get_image() (VisImage method) get_matched_object_classes() (in module deepdisc.inference.match_objects) get_matched_object_classes_new() (in module deepdisc.inference.match_objects) get_matched_object_inds() (in module deepdisc.inference.match_objects) get_object_coords() (in module deepdisc.inference.match_objects) get_output() (Visualizer method) get_predictions() (in module deepdisc.inference.predictors) get_predictions_new() (in module deepdisc.inference.predictors) get_processed_hsc_DR3_data() (in module deepdisc.astrodet.scarlet_catalog) (in module deepdisc.astrodet.scarlet_nocatalog) get_psf() (in module deepdisc.preprocessing.get_data) get_psf_itpl() (in module deepdisc.preprocessing.get_data) get_transform() (_TransformToAug method) (CustomAug method) (ShapeAug method)

I

IMAGE (ColorMode attribute) IMAGE_BW (ColorMode attribute) ImageReader (class in deepdisc.data_format.image_readers) img (VisImage attribute) (Visualizer attribute) inference() (Backbone method) (GeneralizedRCNNWCS method) input_format (AstroPredictor attribute), [1] (Backbone attribute) (GeneralizedRCNNWCS attribute) (ShapePredictor attribute)

inverse() (GenericWrapperTransform method) IR (DataMapper attribute) iterCount (LazyAstroEvaluator attribute) (LazyAstroTrainer attribute) (NewAstroTrainer attribute)

K

k (KRandomAugmentationList attribute) keypoint_hflip_indices (DictMapper attribute)

keypoint_threshold (Visualizer attribute) km (DataMapper attribute) KRandomAugmentationList (class in deepdisc.astrodet.detectron)

L

LAMBDA_EFFS (in module deepdisc.data_format.augment_image) LazyAstroEvaluator (class in deepdisc.training.trainers) LazyAstroTrainer (class in deepdisc.training.trainers) load_coco_json_file() (DDLoader method) load_state_dict() (CustomLRScheduler method) logger (in module deepdisc.data_format.conversions) (in module deepdisc.data_format.file_io)

lossdict_epochs (LazyAstroEvaluator attribute) (LazyAstroTrainer attribute) LossEvalHook (class in deepdisc.astrodet.detectron) lossList (LazyAstroEvaluator attribute) (LazyAstroTrainer attribute) (NewAstroTrainer attribute) lupton() (ImageReader method)

M

mad_wavelet_own() (in module deepdisc.astrodet.scarlet_catalog) (in module deepdisc.astrodet.scarlet_nocatalog) (in module deepdisc.preprocessing.detection) make_catalog() (in module deepdisc.astrodet.scarlet_catalog) (in module deepdisc.astrodet.scarlet_nocatalog) (in module deepdisc.preprocessing.detection) make_inference_arg_parser() (in module deepdisc.utils.parse_arguments) make_pretrain_arg_parser() (in module deepdisc.utils.parse_arguments) make_rail_informer_arg_parser() (in module deepdisc.utils.parse_arguments) make_training_arg_parser() (in module deepdisc.utils.parse_arguments) map_data() (DataMapper method) (DictMapper method) max_range (KRandomAugmentationList attribute) metadata (Visualizer attribute) mode (ShapePredictor attribute) module deepdisc deepdisc.astrodet deepdisc.astrodet.astrodet deepdisc.astrodet.colormap deepdisc.astrodet.detectron deepdisc.astrodet.scarlet_catalog deepdisc.astrodet.scarlet_nocatalog deepdisc.astrodet.visualizer deepdisc.data_format deepdisc.data_format.annotation_functions deepdisc.data_format.annotation_functions.annotate_dc2 deepdisc.data_format.annotation_functions.annotate_decam deepdisc.data_format.annotation_functions.annotate_hsc deepdisc.data_format.augment_image deepdisc.data_format.conversions deepdisc.data_format.file_io deepdisc.data_format.image_readers deepdisc.data_format.register_data deepdisc.inference deepdisc.inference.match_objects deepdisc.inference.predictors deepdisc.model deepdisc.model.loaders deepdisc.model.meta_arch deepdisc.model.models deepdisc.preprocessing deepdisc.preprocessing.detection deepdisc.preprocessing.get_data deepdisc.preprocessing.process deepdisc.training deepdisc.training.trainers deepdisc.utils deepdisc.utils.norms deepdisc.utils.parse_arguments

multiband_gaussblur() (in module deepdisc.data_format.augment_image)

N

NewAstroTrainer (class in deepdisc.astrodet.astrodet) NORM (in module deepdisc.preprocessing.get_data) norm_dict (ImageReader attribute)

NpEncoder (class in deepdisc.data_format.file_io) numpyim_to_hdf5() (in module deepdisc.data_format.conversions) NumpyImageReader (class in deepdisc.data_format.image_readers)

O

output (Visualizer attribute) output_name (SaveHook attribute) overlapped_slices() (in module deepdisc.astrodet.scarlet_catalog) (in module deepdisc.astrodet.scarlet_nocatalog)

overlay_instances() (Visualizer method) overlay_rotated_instances() (Visualizer method)

P

period (LazyAstroEvaluator attribute) (LazyAstroTrainer attribute) (NewAstroTrainer attribute) plot_stretch_Q() (in module deepdisc.astrodet.detectron) (in module deepdisc.astrodet.scarlet_catalog) (in module deepdisc.astrodet.scarlet_nocatalog)

preprocess_image() (Backbone method) (GeneralizedRCNNWCS method) projection_head (Backbone attribute) proposal_generator (GeneralizedRCNNWCS attribute)

Q

Q (in module deepdisc.preprocessing.get_data)

R

random_color() (in module deepdisc.astrodet.colormap) random_colors() (in module deepdisc.astrodet.colormap) random_sample() (DDLoader method) raw() (ImageReader method) redden() (in module deepdisc.data_format.augment_image) register_data_set() (in module deepdisc.data_format.register_data) reset_image() (VisImage method) return_custom_train_loader() (in module deepdisc.model.loaders) return_evallosshook() (in module deepdisc.training.trainers) return_lazy_model() (in module deepdisc.model.models) return_lazy_trainer() (in module deepdisc.training.trainers) return_model_objects() (in module deepdisc.astrodet.scarlet_catalog) (in module deepdisc.astrodet.scarlet_nocatalog) return_optimizer() (in module deepdisc.training.trainers)

return_savehook() (in module deepdisc.training.trainers) return_schedulerhook() (in module deepdisc.training.trainers) return_spliced_sources() (in module deepdisc.astrodet.scarlet_catalog) (in module deepdisc.astrodet.scarlet_nocatalog) return_test_loader() (in module deepdisc.model.loaders) return_train_loader() (in module deepdisc.model.loaders) roi_heads (GeneralizedRCNNWCS attribute) run_batched_get_object_coords() (in module deepdisc.inference.match_objects) run_batched_match_class() (in module deepdisc.inference.match_objects) run_scarlet() (in module deepdisc.astrodet.scarlet_catalog) (in module deepdisc.astrodet.scarlet_nocatalog) (in module deepdisc.preprocessing.detection) run_step() (LazyAstroEvaluator method) (LazyAstroTrainer method) (NewAstroTrainer method)

S

save() (VisImage method) SaveHook (class in deepdisc.astrodet.detectron) scale (VisImage attribute) scale_psf() (in module deepdisc.data_format.augment_image) scalekwargs (ImageReader attribute) scaling (ImageReader attribute) scheduler (CustomLRScheduler property) (LazyAstroEvaluator attribute) (LazyAstroTrainer attribute) (NewAstroTrainer attribute) SEGMENTATION (ColorMode attribute)

set_mpl_style() (in module deepdisc.astrodet.astrodet) set_output_name() (SaveHook method) set_period() (LazyAstroEvaluator method) (LazyAstroTrainer method) (NewAstroTrainer method) ShapeAug (class in deepdisc.astrodet.detectron) ShapePredictor (class in deepdisc.astrodet.astrodet) state_dict() (CustomLRScheduler method) stretch (in module deepdisc.preprocessing.get_data) stretch_color() (in module deepdisc.utils.norms) summarize_custom() (COCOeval_opt_custom method)

T

tfm (_TransformToAug attribute)

trans_shape() (in module deepdisc.model.loaders)

V

valloss (LazyAstroEvaluator attribute) (LazyAstroTrainer attribute) (NewAstroTrainer attribute) vallossdict (LazyAstroEvaluator attribute) (LazyAstroTrainer attribute) vallossdict_epochs (LazyAstroEvaluator attribute) (LazyAstroTrainer attribute)

vallossList (LazyAstroEvaluator attribute) (LazyAstroTrainer attribute) (NewAstroTrainer attribute) vis_period (GeneralizedRCNNWCS attribute) VisImage (class in deepdisc.astrodet.visualizer) visualize_training() (GeneralizedRCNNWCS method) Visualizer (class in deepdisc.astrodet.visualizer)

W

wlDC2ImageReader (class in deepdisc.data_format.image_readers) wlDC2psfImageReader (class in deepdisc.data_format.image_readers) wlHSCImageReader (class in deepdisc.data_format.image_readers) write_scarlet_results() (in module deepdisc.astrodet.scarlet_catalog) (in module deepdisc.astrodet.scarlet_nocatalog) (in module deepdisc.preprocessing.process)

write_scarlet_results_HSC() (in module deepdisc.preprocessing.process) write_scarlet_results_nomodels() (in module deepdisc.preprocessing.process)

Z

zscore() (ImageReader method)