Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Video data is a sequence of video frames and their temporal continuity is an essential property of video stream. ,  present a framework of constructing video continuity model from large-scale video archives with unsupervised learning. Our method estimates the similarity distribution of continuous frame pairs by applying simple assumption on the minimum duration of continuous video segments and then determines discontinuous frame pairs as outliers. The optimal estimation is pursued with measuring the separation beten the estimated distribution of continuous frame pairs and that of discontinuous frame pairs. In order to verify the validity of the obtained model, the model is applied to the shot boundary detection. The results of experimental evaluation demonstrate the feasibility and the effectiveness of our method.
['Norio Katayama', 'Hiroshi Mo', "Shin'ichi Satoh"]
I am writing a research paper on a idea Unsupervised Estimation of Video Continuity Model from Large-Scale Video Archives and Its Application to Shot Boundary Detection
[{"from": "human", "value": "I am writing a research paper on a idea Unsupervised Estimation of Video Continuity Model from Large-Scale Video Archives and Its Application to Shot Boundary Detection"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Video data is a sequence of video frames and their temporal continuity is an essential property of video stream. ,  present a framework of constructing video continuity model from large-scale video archives with unsupervised learning. Our method estimates the similarity distribution of continuous frame pairs by applying simple assumption on the minimum duration of continuous video segments and then determines discontinuous frame pairs as outliers. The optimal estimation is pursued with measuring the separation beten the estimated distribution of continuous frame pairs and that of discontinuous frame pairs. In order to verify the validity of the obtained model, the model is applied to the shot boundary detection. The results of experimental evaluation demonstrate the feasibility and the effectiveness of our method."}]