Granular Flow Graph, Adaptive Rule Generation and Tracking
Citations
108 citations
104 citations
31 citations
Additional excerpts
...groups, classes or clusters of a universe, which is closely related to the cognitive strategy of human being in problem solving and it is technically transferable to the design of human-centric intelligent systems [17], which has been applied in image-based crowd segmentation [18], longterm prediction model for the energy system [19], [20], video based object tracking [21] and principle curve extraction [22], etc....
[...]
31 citations
19 citations
References
44 citations
"Granular Flow Graph, Adaptive Rule ..." refers background in this paper
...A few unsupervised approaches for tracking are recently proposed with statistical modeling of object motion [20], [23], [24]....
[...]
42 citations
"Granular Flow Graph, Adaptive Rule ..." refers background in this paper
...Some such examples are, multiple cameras [27], PTZ camera [28], and Kinect sensor [29], [30]....
[...]
35 citations
"Granular Flow Graph, Adaptive Rule ..." refers methods in this paper
...There are many sequences with different types of movement of human hands which are sensed by Kinect sensor and several surveillance scenarios with movement of people obtained from IR sensor....
[...]
...The sequences M_9 and M_7 represent two hand movement videos sensed by Kinect sensor....
[...]
...The datasets that are used in this paper are sensed either by infra red (IR) sensor [31] (different types of surveillance) or by Kinect [32] sensor (different types of hand movements)....
[...]
...D neighborhood granules (Section II-A1), unlike the earlier work [33] using only Kinect data and 1-...
[...]
...Moreover, these indices involve both Kinect and IR sensed data and the proposed 3-...
[...]
34 citations
"Granular Flow Graph, Adaptive Rule ..." refers methods in this paper
...The values of these indices obtained for tracking of M_9 sequence with the five methods [SPG (blue, “....
[...]
...It can be noticed from the table that the computation time is the lowest for the proposed method NRBFG with accuracy better than PLS, SPG, and GMOT, but slightly worse than CEMT and LLAS....
[...]
...10, the red tracker shows the results obtained by NRBFG, the green tracker shows the results of PLS, the blue tracker shows the results of SPG, the yellow tracker shows the results obtained by CEMT, the magenta tracker shows the results obtained by LLAS, and the black tracker shows the results of GMOT....
[...]
...The tracking results for SPG are satisfactory for all of the four sequences, but the tracker fails to cover the entire moving objects, whereas both CEMT and LLAS give very satisfactory results even with multiple moving elements....
[...]
...The performance of the other two methods is satisfactory for these two frames, though SPG can not cover the entire objects resulting in higher ℵI and ED values (same is reflected by CD) compared to that of LLAS, NRBFG, and CEMT....
[...]
30 citations