Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:   propose a cascade architecture that can be used to train and combine different visual descriptors (local binary, local non-binary and Deep Convolutional Neural Network-based) for video concept detection. The proposed architecture is computationally more efficient than typical state-of-the-art video concept detection systems, without affecting the detection accuracy. In addition, this work presents a detailed study on combining descriptors based on Deep Convolutional Neural Networks with other popular local descriptors, both within a cascade and when using different latefusion schemes.  evaluate our methods on the extensive video dataset of the 2013 TRECVID Semantic Indexing Task.
['Foteini Markatopoulou', 'Vasileios Mezaris', 'Ioannis Patras']
I am writing a research paper on a idea Cascade of classifiers based on binary, non-binary and deep convolutional network descriptors for video concept detection.
[{"from": "human", "value": "I am writing a research paper on a idea Cascade of classifiers based on binary, non-binary and deep convolutional network descriptors for video concept detection."}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:   propose a cascade architecture that can be used to train and combine different visual descriptors (local binary, local non-binary and Deep Convolutional Neural Network-based) for video concept detection. The proposed architecture is computationally more efficient than typical state-of-the-art video concept detection systems, without affecting the detection accuracy. In addition, this work presents a detailed study on combining descriptors based on Deep Convolutional Neural Networks with other popular local descriptors, both within a cascade and when using different latefusion schemes.  evaluate our methods on the extensive video dataset of the 2013 TRECVID Semantic Indexing Task."}]