Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Multimodal recognition is an emerging technique to overcome the non-robustness of the unimodal recognition in real applications. Canonical correlation analysis (CCA) has been employed as a porful tool for feature fusion in the realization of such multimodal system. Hover, CCA is the unsupervised feature extraction and it does not utilize the class information of the samples, resulting in the constraint of the recognition performance. , the class information is incorporated into the framework of CCA for combined feature extraction, and a novel method of combined feature extraction for multimodal recognition, called discriminative canonical correlation analysis (DCCA), is proposed. The experiments show that DCCA outperforms some related methods of both unimodal recognition and multimodal recognition.
['Tingkai Sun', 'Songcan Chen', 'Jingyu Yang', 'Pengfei Shi']
I am writing a research paper on a idea A Novel Method of Combined Feature Extraction for Recognition
[{"from": "human", "value": "I am writing a research paper on a idea A Novel Method of Combined Feature Extraction for Recognition"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Multimodal recognition is an emerging technique to overcome the non-robustness of the unimodal recognition in real applications. Canonical correlation analysis (CCA) has been employed as a porful tool for feature fusion in the realization of such multimodal system. Hover, CCA is the unsupervised feature extraction and it does not utilize the class information of the samples, resulting in the constraint of the recognition performance. , the class information is incorporated into the framework of CCA for combined feature extraction, and a novel method of combined feature extraction for multimodal recognition, called discriminative canonical correlation analysis (DCCA), is proposed. The experiments show that DCCA outperforms some related methods of both unimodal recognition and multimodal recognition."}]