Defocus-aware Dirichlet particle filter for stable endoscopic video frame recognition
作者:
Highlights:
• We propose a method for smoothing recognition results of NBI endoscopic video frames.
• It is robust to defocused frames by using defocus information extracted from frames.
• We develop a particle filter with the Dirichlet distribution.
• The Rayleigh distribution is used for the defocus information and the likelihood.
• Experimental results are shown with synthetic and real NBI endoscopic videos.
摘要
Highlights•We propose a method for smoothing recognition results of NBI endoscopic video frames.•It is robust to defocused frames by using defocus information extracted from frames.•We develop a particle filter with the Dirichlet distribution.•The Rayleigh distribution is used for the defocus information and the likelihood.•Experimental results are shown with synthetic and real NBI endoscopic videos.
论文关键词:Particle filter,Dirichlet distribution,Defocus information,Endoscopy,Colorectal cancer
论文评审过程:Received 21 April 2015, Revised 17 March 2016, Accepted 17 March 2016, Available online 18 March 2016, Version of Record 13 April 2016.
论文官网地址:https://doi.org/10.1016/j.artmed.2016.03.002