Fig. 2.

Result of automated detection of bleeding episodes of one arthroscopic frozen shoulder release operation. The percentage of red-colored arthroscopic image area per video frame is automatically detected and plotted against time (gray line). The threshold level of 20% is indicated by the striped horizontal line. All frames that demonstrate more than 20% red image area coverage are included to determine the presence of bleeding episodes. One bleeding episode is indicated by the vertical black lines