Index

A

AbstractBatchAugmenter (class in deepvisiontools.data) Aggregator (class in deepvisiontools.train) apply_augmentation() (BaseData method) (BaseFormat method) (BboxData method) (FormatOperatorHandler method) (InstanceMaskData method) (SemanticMaskData method) apply_base_method() (FormatOperatorHandler method) Attributes (BaseModel attribute) (ClassWiseDetectMetric attribute) (CocoReader attribute) (Configuration attribute) (DeepVisionDataset attribute) (DetectPatchifier attribute) (Evaluator attribute) (Mask2Former attribute) (Predictor attribute) (Trainer attribute) (Yolo attribute), [1] (YoloSeg attribute), [1]

Augmentation (class in deepvisiontools.data)

B

BaseData (class in deepvisiontools.formats) BaseFormat (class in deepvisiontools.formats) BaseModel (class in deepvisiontools.models) BasePatchifier (class in deepvisiontools.inference) BaseReader (class in deepvisiontools.data.data_reader) BatchedFormat (class in deepvisiontools.formats) BboxData (class in deepvisiontools.formats)

BboxFormat (class in deepvisiontools.formats) box_nms_filter() (in module deepvisiontools.models.yolo) build_preprocessing() (in module deepvisiontools.preprocessing) build_results() (BaseModel method) (Mask2Former method) (TimmYolo method) (Yolo method), [1] (YoloSeg method), [1]

C

cat() (BatchedFormat class method) ClassifAccuracy (class in deepvisiontools.metrics) ClassifF1score (class in deepvisiontools.metrics) ClassifMetric (class in deepvisiontools.metrics) ClassifRecall (class in deepvisiontools.metrics) ClassWiseDetectAccuracy (class in deepvisiontools.metrics) ClassWiseDetectF1score (class in deepvisiontools.metrics) ClassWiseDetectMetric (class in deepvisiontools.metrics) ClassWiseDetectPrecision (class in deepvisiontools.metrics) ClassWiseDetectRecall (class in deepvisiontools.metrics) CocoReader (class in deepvisiontools.data.data_reader) collate_fn() (DeepVisionLoader method) combine_logits() (in module deepvisiontools.formats) compute() (Aggregator method) (ClassifMetric method) (ClassWiseDetectMetric method) (DetectMetric method)

compute_last_sample() (ClassifMetric method) (ClassWiseDetectMetric method) (DetectMetric method) compute_loss() (TimmYolo method) (Yolo method), [1] (YoloSeg method), [1] confidence_filter() (in module deepvisiontools.models.yolo) Configuration (class in deepvisiontools.config) crop() (BboxData method) (InstanceMaskData method) (SemanticMaskData method)

D

DeepVisionDataset (class in deepvisiontools.data) DeepVisionLoader (class in deepvisiontools.data) deepvisiontools.config module deepvisiontools.data module deepvisiontools.data.data_reader module deepvisiontools.formats module deepvisiontools.inference module deepvisiontools.metrics module deepvisiontools.models module deepvisiontools.models.mask2former module

deepvisiontools.models.yolo module deepvisiontools.models.yoloseg module deepvisiontools.preprocessing module deepvisiontools.train module deepvisiontools.utils module DetectAccuracy (class in deepvisiontools.metrics) DetectF1score (class in deepvisiontools.metrics) DetectMetric (class in deepvisiontools.metrics) DetectPatchifier (class in deepvisiontools.inference) DetectPrecision (class in deepvisiontools.metrics) DetectRecall (class in deepvisiontools.metrics) device (BaseModel property)

E

empty() (BboxData class method) (BboxFormat class method) (InstanceMaskData class method) (InstanceMaskFormat class method) (SemanticMaskData class method) (SemanticMaskFormat class method)

epoch() (Trainer method) evaluate() (Evaluator method) Evaluator (class in deepvisiontools.inference) export_annotation() (CocoReader method) export_dataset() (DeepVisionDataset method) export_semantic_mask() (InstanceMaskFormat method)

F

filter_empty_patches() (Predictor method) FormatOperatorHandler (class in deepvisiontools.formats) forward_pass() (Predictor method)

from_binary_masks() (InstanceMaskData class method) from_instance_mask() (BboxFormat class method) (SemanticMaskFormat class method) from_mask() (BboxData class method)

G

get_channels_statistics() (in module deepvisiontools.preprocessing) get_img_anns() (CocoReader method) get_predictions() (BaseModel method) (Mask2Former method) (Yolo method), [1] (YoloSeg method), [1]

get_preds_and_logits() (in module deepvisiontools.formats) global_macro_compute() (ClassifMetric method) (ClassWiseDetectMetric method) global_micro_compute() (ClassifMetric method) (ClassWiseDetectMetric method) (DetectMetric method)

H

handle_box_duplicates() (PostProcesser method)

I

inputs_to_device() (Mask2Former method) InstanceMaskData (class in deepvisiontools.formats)

InstanceMaskFormat (class in deepvisiontools.formats) iterations (Aggregator attribute)

K

keep_indexes() (DeepVisionDataset method)

L

load_image() (in module deepvisiontools.preprocessing) load_mask() (in module deepvisiontools.preprocessing)

log_string() (Trainer method) logit2pred() (in module deepvisiontools.formats) losses (Aggregator attribute)

M

mask2boxes() (in module deepvisiontools.formats) Mask2Former (class in deepvisiontools.models) match_boxes() (Matcher method) match_instance_masks() (Matcher method) match_pred_target() (Matcher method) Matcher (class in deepvisiontools.metrics) module deepvisiontools.config deepvisiontools.data deepvisiontools.data.data_reader deepvisiontools.formats deepvisiontools.inference deepvisiontools.metrics deepvisiontools.models deepvisiontools.models.mask2former deepvisiontools.models.yolo deepvisiontools.models.yoloseg deepvisiontools.preprocessing deepvisiontools.train deepvisiontools.utils

MosaicBatchAugmenter (class in deepvisiontools.data)

N

normalize_boxes() (in module deepvisiontools.models.yolo)

Notes (Mask2Former attribute)

P

pad() (BboxData method) (InstanceMaskData method) (SemanticMaskData method) pad_to() (BasePatchifier method) pad_to_larger() (DeepVisionLoader method) patchify() (BasePatchifier method) PostProcesser (class in deepvisiontools.inference) prebuild_output() (YoloSeg method), [1] predict() (Predictor method) Predictor (class in deepvisiontools.inference) PredictorDataLoader (class in deepvisiontools.inference) prepare() (BaseModel method) (Mask2Former method) (TimmYolo method) (Yolo method), [1] (YoloSeg method), [1]

prepare_target() (Mask2Former method) (TimmYolo method) (Yolo method), [1] (YoloSeg method), [1] Properties (BaseFormat attribute) (BatchedFormat attribute) (BboxData attribute) (CocoReader attribute) (Configuration attribute) (InstanceMaskData attribute) (Mask2Former attribute) (SemanticMaskData attribute) (Trainer attribute) (Yolo attribute), [1] (YoloSeg attribute), [1] proto2mask() (in module deepvisiontools.models.yoloseg)

R

RandomCenterCropAndResize (class in deepvisiontools.data) RandomChangeBackground (class in deepvisiontools.data) RandomCropAndResize (class in deepvisiontools.data) RandomPadAndResize (class in deepvisiontools.data) reindex_mask_with_splitted_objects() (in module deepvisiontools.formats) reset() (ClassWiseDetectMetric method) retrieve_spatial_size() (TimmYolo method) (Yolo method), [1] (YoloSeg method), [1]

rleToMask() (CocoReader method) run_forward() (BaseModel method) (Mask2Former method) (Yolo method), [1] (YoloSeg method), [1]

S

samplewise_macro() (ClassifMetric method) (ClassWiseDetectMetric method) samplewise_micro() (ClassifMetric method) (ClassWiseDetectMetric method) (DetectMetric method) sanitize() (BaseFormat method) (BatchedFormat method) (BboxData method) (InstanceMaskData method) (SemanticMaskData method) save_image() (in module deepvisiontools.preprocessing) save_mask() (in module deepvisiontools.preprocessing)

segment2mask() (CocoReader method) SemanticAccuracy (class in deepvisiontools.metrics) SemanticF1score (class in deepvisiontools.metrics) SemanticIoU (class in deepvisiontools.metrics) SemanticMaskData (class in deepvisiontools.formats) SemanticMaskFormat (class in deepvisiontools.formats) SemanticPatchifier (class in deepvisiontools.inference) SemanticPrecision (class in deepvisiontools.metrics) SemanticRecall (class in deepvisiontools.metrics) SemanticSegmentationMetric (class in deepvisiontools.metrics) SMP (class in deepvisiontools.models) split() (DeepVisionDataset method)

T

TimmYolo (class in deepvisiontools.models) to() (ClassWiseDetectMetric method)

train_epoch() (Trainer method) train_step() (Trainer method) Trainer (class in deepvisiontools.train)

U

unpatchify() (DetectPatchifier method) update() (Aggregator method) (ClassWiseDetectMetric method) (DetectMetric method) (SemanticSegmentationMetric method)

V

valid_epoch() (Trainer method) valid_step() (Trainer method)

visualization() (in module deepvisiontools.utils) visualize() (DeepVisionLoader method) Visualizer (class in deepvisiontools.utils)

Y

Yolo (class in deepvisiontools.models) (class in deepvisiontools.models.yolo)

yolo_pad_requirements() (in module deepvisiontools.models.yolo) YoloSeg (class in deepvisiontools.models) (class in deepvisiontools.models.yoloseg)