| CPC G06T 7/174 (2017.01) [G06N 3/04 (2013.01); G06T 7/11 (2017.01); G06T 7/194 (2017.01); G06T 2207/10016 (2013.01); G06T 2207/20081 (2013.01); G06T 2207/20084 (2013.01)] | 30 Claims | 

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               1. An apparatus for determining consistency measures for image segmentation processes, the apparatus comprising: 
            at least one memory; and 
                at least one processor coupled to the at least one memory, the at least one processor configured to: 
              determine a first segmentation feature associated with a first segmentation mask of a first image frame of a plurality of image frames; 
                  determine a second segmentation feature associated with a second segmentation mask of a second image frame of the plurality of image frames; 
                  determine the second segmentation feature corresponds to the first segmentation feature; 
                  determine a first location of the first segmentation feature associated with the first segmentation mask; 
                  determine a second location of the second segmentation feature associated with the second segmentation mask; 
                  determine a first location within the first image frame or a first feature map associated with the first image frame that corresponds to the first location of the first segmentation feature; 
                  determine a second location within the second image frame or a second feature map associated with the second image frame that corresponds to the second location of the second segmentation feature; 
                  determine a first image feature at the first location within the first image frame or the first feature map and determine a second image feature at the second location within the second image frame or the second feature map; 
                  based on the determination that the second segmentation feature corresponds to the first segmentation feature, determine a first similarity measurement between the first image feature and the second image feature; and 
                  determine a temporal consistency measurement associated with the first image frame and the second image frame based at least in part on the first similarity measurement. 
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