Welcome to deepvisiontools’s documentation!

deepvisiontools in an overlay of PyTorch for object detection and instances segmentation tasks in images. It’s development is supported by the PHENOME - EMPHASIS network and currently handled by INRAE - UE-APC.

Tutorials:

• Tutorial 0 : getting started
  • Library configuration
  • Format, Dataset, Reader and Dataloader
  • Data augmentation
  • Models, Trainer, metrics and monitoring
  • Putting everything together and saving your model
  • Inference
• Tutorial 1 : Semantic Segmentation
  • Configuration
  • Dataset, Dataloader
  • Model, Training and metrics
  • Saving model, loading model and inference
• Tutorial 2 : More advanced usages
  • Configuration() : all parameters
  • Custom Datasets, preprocessings
  • Additional augmentations and custom ones
  • Create custom models wrappers
  • Create custom metrics
  • Inference and patchification
  • Custom data_type

Documentation:

• deepvisiontools.config
  • Configuration
• deepvisiontools.data
  • AbstractBatchAugmenter
  • Augmentation
  • DeepVisionDataset
  • DeepVisionLoader
  • MosaicBatchAugmenter
  • RandomCenterCropAndResize
  • RandomChangeBackground
  • RandomCropAndResize
  • RandomPadAndResize
• deepvisiontools.data.data_reader
  • BaseReader
  • CocoReader
• deepvisiontools.formats
  • BaseData
  • BaseFormat
  • BatchedFormat
  • BboxData
  • BboxFormat
  • FormatOperatorHandler
  • InstanceMaskData
  • InstanceMaskFormat
  • SemanticMaskData
  • SemanticMaskFormat
  • combine_logits()
  • get_preds_and_logits()
  • logit2pred()
  • mask2boxes()
  • reindex_mask_with_splitted_objects()
• deepvisiontools.inference
  • BasePatchifier
  • DetectPatchifier
  • Evaluator
  • PostProcesser
  • Predictor
  • PredictorDataLoader
  • SemanticPatchifier
• deepvisiontools.metrics
  • ClassWiseDetectAccuracy
  • ClassWiseDetectF1score
  • ClassWiseDetectMetric
  • ClassWiseDetectPrecision
  • ClassWiseDetectRecall
  • ClassifAccuracy
  • ClassifF1score
  • ClassifMetric
  • ClassifRecall
  • DetectAccuracy
  • DetectF1score
  • DetectMetric
  • DetectPrecision
  • DetectRecall
  • Matcher
  • SemanticAccuracy
  • SemanticF1score
  • SemanticIoU
  • SemanticPrecision
  • SemanticRecall
  • SemanticSegmentationMetric
• deepvisiontools.models
  • BaseModel
  • Mask2Former
  • SMP
  • TimmYolo
  • Yolo
  • YoloSeg
• deepvisiontools.models.mask2former
• deepvisiontools.models.yolo
  • Yolo
  • box_nms_filter()
  • confidence_filter()
  • normalize_boxes()
  • yolo_pad_requirements()
• deepvisiontools.models.yoloseg
  • YoloSeg
  • proto2mask()
• deepvisiontools.preprocessing
  • build_preprocessing()
  • get_channels_statistics()
  • load_image()
  • load_mask()
  • save_image()
  • save_mask()
• deepvisiontools.train
  • Aggregator
  • Trainer
• deepvisiontools.utils
  • Visualizer
  • visualization()

Indices and tables

• Index

• Module Index

• Search Page