prepare_sample_identifierT_prepare_sample_identifierPrepareSampleIdentifierPrepareSampleIdentifierprepare_sample_identifier (算子)

名称

prepare_sample_identifierT_prepare_sample_identifierPrepareSampleIdentifierPrepareSampleIdentifierprepare_sample_identifier — 使样本标识符的内部数据结构适应要识别的对象。

警告

prepare_sample_identifierprepare_sample_identifierPrepareSampleIdentifierPrepareSampleIdentifierPrepareSampleIdentifierprepare_sample_identifier 已过时,仅出于向后兼容性考虑而保留。新应用程序应改用基于深度学习的分类算子,详情请参阅 深度学习 / 分类

签名

prepare_sample_identifier( : : SampleIdentifier, RemovePreparationData, GenParamName, GenParamValue : )

Herror T_prepare_sample_identifier(const Htuple SampleIdentifier, const Htuple RemovePreparationData, const Htuple GenParamName, const Htuple GenParamValue)

void PrepareSampleIdentifier(const HTuple& SampleIdentifier, const HTuple& RemovePreparationData, const HTuple& GenParamName, const HTuple& GenParamValue)

void HSampleIdentifier::PrepareSampleIdentifier(const HString& RemovePreparationData, const HTuple& GenParamName, const HTuple& GenParamValue) const

void HSampleIdentifier::PrepareSampleIdentifier(const char* RemovePreparationData, const HTuple& GenParamName, const HTuple& GenParamValue) const

void HSampleIdentifier::PrepareSampleIdentifier(const wchar_t* RemovePreparationData, const HTuple& GenParamName, const HTuple& GenParamValue) const   ( Windows only)

static void HOperatorSet.PrepareSampleIdentifier(HTuple sampleIdentifier, HTuple removePreparationData, HTuple genParamName, HTuple genParamValue)

void HSampleIdentifier.PrepareSampleIdentifier(string removePreparationData, HTuple genParamName, HTuple genParamValue)

def prepare_sample_identifier(sample_identifier: HHandle, remove_preparation_data: str, gen_param_name: Sequence[str], gen_param_value: Sequence[Union[str, int, float]]) -> None

描述

prepare_sample_identifierprepare_sample_identifierPrepareSampleIdentifierPrepareSampleIdentifierPrepareSampleIdentifierprepare_sample_identifier prepares the given SampleIdentifierSampleIdentifierSampleIdentifierSampleIdentifiersampleIdentifiersample_identifier using the preparation data, which have been set with add_sample_identifier_preparation_dataadd_sample_identifier_preparation_dataAddSampleIdentifierPreparationDataAddSampleIdentifierPreparationDataAddSampleIdentifierPreparationDataadd_sample_identifier_preparation_data

有关基于样本的识别概念的说明,请参阅 遗留 / 识别 一章的引言。

In order to achieve the maximum identification rate, the internal data structure of the SampleIdentifierSampleIdentifierSampleIdentifierSampleIdentifiersampleIdentifiersample_identifier must be adapted to the kind of objects to be identified.

To prepare the SampleIdentifierSampleIdentifierSampleIdentifierSampleIdentifiersampleIdentifiersample_identifier, first, all the relevant sample images of the objects to be identified must be added with add_sample_identifier_preparation_dataadd_sample_identifier_preparation_dataAddSampleIdentifierPreparationDataAddSampleIdentifierPreparationDataAddSampleIdentifierPreparationDataadd_sample_identifier_preparation_data。Then, with the call of prepare_sample_identifierprepare_sample_identifierPrepareSampleIdentifierPrepareSampleIdentifierPrepareSampleIdentifierprepare_sample_identifier, the internal data structure of the SampleIdentifierSampleIdentifierSampleIdentifierSampleIdentifiersampleIdentifiersample_identifier is adapted to the features of the provided sample images.

This process needs a lot of resources. Both, memory consumption and runtime are fairly high. E.g., if 100 sample images are used to prepare the sample identifier, approximately 300 MB of memory are required and the runtime will be in the range of a few minutes. If 1000 sample images are used, expect a memory consumption of about 2 GB and a runtime in the range of an hour.

Especially the preparation data requires a lot of memory. Typically, this data is no longer needed after the preparation of the sample identifier. Therefore, it can be removed by setting the parameter RemovePreparationDataRemovePreparationDataRemovePreparationDataRemovePreparationDataremovePreparationDataremove_preparation_data to 'true'"true""true""true""true""true".

As an alternative to the preparation, e.g., if you are not able to spend this much memory and/or time, and if you are fine with a slightly higher misidentification rate, you can just read a sample identifier that was previously prepared with samples of similar object kinds from file (see read_sample_identifierread_sample_identifierReadSampleIdentifierReadSampleIdentifierReadSampleIdentifierread_sample_identifier).

To reuse the preparation data for the training, you can derive training data from the preparation data. This saves the effort to add training data separately with add_sample_identifier_training_dataadd_sample_identifier_training_dataAddSampleIdentifierTrainingDataAddSampleIdentifierTrainingDataAddSampleIdentifierTrainingDataadd_sample_identifier_training_data (see train_sample_identifiertrain_sample_identifierTrainSampleIdentifierTrainSampleIdentifierTrainSampleIdentifiertrain_sample_identifier for a description of the training of the sample identifier). Note that the training data require far less memory than the preparation data. If the generic parameter 'copy_preparation_data_to_training_data'"copy_preparation_data_to_training_data""copy_preparation_data_to_training_data""copy_preparation_data_to_training_data""copy_preparation_data_to_training_data""copy_preparation_data_to_training_data" is set to 'true'"true""true""true""true""true" (which is the default), for all sample images that have been added with add_sample_identifier_preparation_dataadd_sample_identifier_preparation_dataAddSampleIdentifierPreparationDataAddSampleIdentifierPreparationDataAddSampleIdentifierPreparationDataadd_sample_identifier_preparation_data and for which the object index has been set, training data is automatically derived. The object index that has been set with add_sample_identifier_preparation_dataadd_sample_identifier_preparation_dataAddSampleIdentifierPreparationDataAddSampleIdentifierPreparationDataAddSampleIdentifierPreparationDataadd_sample_identifier_preparation_data is taken unchanged. But note that the object sample index may be changed, because it is renumbered consecutively, starting with zero.

执行信息

参数

SampleIdentifierSampleIdentifierSampleIdentifierSampleIdentifiersampleIdentifiersample_identifier (输入控制)  sample_identifier HSampleIdentifier, HTupleHHandleHTupleHtuple (handle) (IntPtr) (HHandle) (handle)

样本标识符的句柄。

RemovePreparationDataRemovePreparationDataRemovePreparationDataRemovePreparationDataremovePreparationDataremove_preparation_data (输入控制)  string HTuplestrHTupleHtuple (string) (string) (HString) (char*)

Indicates if the preparation data should be removed.

默认值: 'true' "true" "true" "true" "true" "true"

值列表: 'false'"false""false""false""false""false", 'true'"true""true""true""true""true"

GenParamNameGenParamNameGenParamNameGenParamNamegenParamNamegen_param_name (输入控制)  attribute.name-array HTupleSequence[str]HTupleHtuple (string) (string) (HString) (char*)

通用参数名称。

默认值: []

值列表: 'copy_preparation_data_to_training_data'"copy_preparation_data_to_training_data""copy_preparation_data_to_training_data""copy_preparation_data_to_training_data""copy_preparation_data_to_training_data""copy_preparation_data_to_training_data"

GenParamValueGenParamValueGenParamValueGenParamValuegenParamValuegen_param_value (输入控制)  attribute.value-array HTupleSequence[Union[str, int, float]]HTupleHtuple (string / integer / real) (string / int / long / double) (HString / Hlong / double) (char* / Hlong / double)

通用参数值。

默认值: []

值列表: 'false'"false""false""false""false""false", 'true'"true""true""true""true""true"

结果

如果参数有效,算子 prepare_sample_identifierprepare_sample_identifierPrepareSampleIdentifierPrepareSampleIdentifierPrepareSampleIdentifierprepare_sample_identifier 返回值 2 ( H_MSG_TRUE )。如有必要,则抛出异常。

可能的前趋

add_sample_identifier_preparation_dataadd_sample_identifier_preparation_dataAddSampleIdentifierPreparationDataAddSampleIdentifierPreparationDataAddSampleIdentifierPreparationDataadd_sample_identifier_preparation_data

可能的后继

write_sample_identifierwrite_sample_identifierWriteSampleIdentifierWriteSampleIdentifierWriteSampleIdentifierwrite_sample_identifier, add_sample_identifier_training_dataadd_sample_identifier_training_dataAddSampleIdentifierTrainingDataAddSampleIdentifierTrainingDataAddSampleIdentifierTrainingDataadd_sample_identifier_training_data, train_sample_identifiertrain_sample_identifierTrainSampleIdentifierTrainSampleIdentifierTrainSampleIdentifiertrain_sample_identifier

替代

read_sample_identifierread_sample_identifierReadSampleIdentifierReadSampleIdentifierReadSampleIdentifierread_sample_identifier

另见

create_sample_identifiercreate_sample_identifierCreateSampleIdentifierCreateSampleIdentifierCreateSampleIdentifiercreate_sample_identifier, apply_sample_identifierapply_sample_identifierApplySampleIdentifierApplySampleIdentifierApplySampleIdentifierapply_sample_identifier, set_sample_identifier_paramset_sample_identifier_paramSetSampleIdentifierParamSetSampleIdentifierParamSetSampleIdentifierParamset_sample_identifier_param, get_sample_identifier_paramget_sample_identifier_paramGetSampleIdentifierParamGetSampleIdentifierParamGetSampleIdentifierParamget_sample_identifier_param, get_sample_identifier_object_infoget_sample_identifier_object_infoGetSampleIdentifierObjectInfoGetSampleIdentifierObjectInfoGetSampleIdentifierObjectInfoget_sample_identifier_object_info, remove_sample_identifier_preparation_dataremove_sample_identifier_preparation_dataRemoveSampleIdentifierPreparationDataRemoveSampleIdentifierPreparationDataRemoveSampleIdentifierPreparationDataremove_sample_identifier_preparation_data, remove_sample_identifier_training_dataremove_sample_identifier_training_dataRemoveSampleIdentifierTrainingDataRemoveSampleIdentifierTrainingDataRemoveSampleIdentifierTrainingDataremove_sample_identifier_training_data, write_sample_identifierwrite_sample_identifierWriteSampleIdentifierWriteSampleIdentifierWriteSampleIdentifierwrite_sample_identifier, serialize_sample_identifierserialize_sample_identifierSerializeSampleIdentifierSerializeSampleIdentifierSerializeSampleIdentifierserialize_sample_identifier, deserialize_sample_identifierdeserialize_sample_identifierDeserializeSampleIdentifierDeserializeSampleIdentifierDeserializeSampleIdentifierdeserialize_sample_identifier, clear_sample_identifierclear_sample_identifierClearSampleIdentifierClearSampleIdentifierClearSampleIdentifierclear_sample_identifier, set_sample_identifier_object_infoset_sample_identifier_object_infoSetSampleIdentifierObjectInfoSetSampleIdentifierObjectInfoSetSampleIdentifierObjectInfoset_sample_identifier_object_info

模块

匹配