Feature extraction module compression method and device, image processing method and device, and medium
A feature extraction and compression method technology, applied in the computer field, can solve the problem of low data processing efficiency
Pending Publication Date: 2021-01-29
BEIJING WODONG TIANJUN INFORMATION TECH CO LTD +1
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[0006] The present disclosure provides a feature extraction module compression method, an image processing method, a feature extraction module compression device, an image processing device, a computer-readable storage medium, and an electronic device, thereby at least to a certain extent overcoming the low efficiency of model data processing in the prior art The problem
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[0041] Example embodiments will now be described more fully with reference to the accompanying drawings. Example embodiments may, however, be embodied in many forms and should not be construed as limited to the examples set forth herein; rather, these embodiments are provided so that this disclosure will be thorough and complete and will fully convey the concept of example embodiments to those skilled in the art. The described features, structures, or characteristics may be combined in any suitable manner in one or more embodiments. In the following description, numerous specific details are provided in order to give a thorough understanding of embodiments of the present disclosure. However, those skilled in the art will appreciate that the technical solutions of the present disclosure may be practiced without one or more of the specific details, or other methods, components, devices, steps, etc. may be adopted. In other instances, well-known technical solutions have not bee...
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The invention provides a feature extraction module compression method, an image processing method, a feature extraction module compression device, an image processing device, a computer readable storage medium and electronic equipment, and relates to the technical field of computers. The feature extraction module compression method comprises the steps of obtaining a to-be-compressed feature extraction module; determining one or more pieces of to-be-pruned layer data from the to-be-compressed feature extraction module; loading the feature extraction module by using a reinforcement learning model, and determining current pruning state data under each piece of to-be-pruned layer data; determining pruning action data of each piece of to-be-pruned layer data based on the pruning state data; andpruning the data of the to-be-compressed feature extraction module according to the pruning action data of each piece of to-be-pruned layer data to obtain a compressed feature extraction module. Thefeature extraction module can be effectively processed, and the complexity of the feature extraction module is reduced.
Description
technical field [0001] The present disclosure relates to the field of computer technology, and in particular to a feature extraction module compression method, an image processing method, a feature extraction module compression device, an image processing device, a computer-readable storage medium, and electronic equipment. Background technique [0002] In recent years, with the development of artificial intelligence, various feature extraction modules have been applied to various fields, such as the popularity of neural network models. In particular, as the complexity of the problem and the accuracy requirements continue to increase, the feature extraction module is also gradually complicated, such as the increase in the depth of the neural network model. This has brought great changes to the storage, transmission and data processing efficiency of the feature extraction module. Therefore, it is necessary to perform reasonable compression processing on the feature extractio...
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Login to View More IPC IPC(8): G06K9/46G06K9/62G06N3/04G06N3/08
CPCG06N3/082G06V10/40G06N3/045G06F18/24G06F18/214
Inventor 罗壮何云龙
Owner BEIJING WODONG TIANJUN INFORMATION TECH CO LTD