Cross-modal data retrieval method and system based on graph regularization and modal independence
A data retrieval, cross-modal technology, applied in multimedia data retrieval, digital data information retrieval, multimedia data query and other directions, to achieve the effect of improving accuracy
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Embodiment 1
[0063] According to an aspect of one or more embodiments of the present disclosure, a cross-modal data retrieval method based on graph regularization and modality independence is provided.
[0064] Such as figure 1 As shown, a cross-modal data retrieval method based on graph regularization and modality independence, the method includes:
[0065] Step 1. Receive the original data of different modes and carry out feature extraction, set up the multimodal data set that is made up of one-to-one corresponding image text pair, described multimodal data set comprises training set and test set;
[0066] Step 2. By optimizing the predefined objective function, the feature matrix of different modal data in the training set is projected to the common subspace to obtain the image projection matrix and the text projection matrix;
[0067] Step 3. according to described image projection matrix and text projection matrix, the feature matrix of different mode data in test set is projected to...
Embodiment 2
[0132] According to an aspect of one or more embodiments of the present disclosure, there is provided a computer-readable storage medium.
[0133] A computer-readable storage medium stores a plurality of instructions, and the instructions are suitable for being loaded by a processor of a terminal device and executing the cross-modal data retrieval method based on graph regularization and modality independence.
Embodiment 3
[0135] According to an aspect of one or more embodiments of the present disclosure, a terminal device is provided.
[0136] A terminal device, which includes a processor and a computer-readable storage medium, the processor is used to implement instructions; the computer-readable storage medium is used to store multiple instructions, and the instructions are suitable for being loaded by the processor and executing the described one A Cross-Modal Data Retrieval Method Based on Graph Regularization and Modality Independence.
[0137] These computer-executable instructions, when executed in a device, cause the device to perform the methods or processes described in accordance with various embodiments in the present disclosure.
[0138] In this embodiment, a computer program product may include a computer-readable storage medium carrying computer-readable program instructions for performing various aspects of the present disclosure. A computer readable storage medium may be a tan...
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