Exact(7)
Specifically, based on the appearance analysis, for each pixel the probability that it belongs to a vehicle, p(X V | z x ) is available.
The sequence of images is the following: (a) original image, (b) rectified image, (c) binary map B m corresponding to appearance analysis in (b): pixels in white indicate potential location of vehicles.
Next, we show a proposed basic system configuration utilizing data collection technologies that have been developed in robots and walking appearance analysis with regard to responses to the diversity of sensors and the characteristics of smartphones.
Table 3 Average processing time of the proposed algorithm per block Appearance analysis Motion analysis Vehicle detection Sampling Total Processing time (ms) 44.33 9.19.54.54 23.04 96.06 Processing load 46.15 9.52 20.35 23.9.5200.
Next, we showed a proposed basic system configuration utilizing data collection technologies that have been developed in robots and walking appearance analysis with regard to responses to the diversity of sensors and the characteristics of smartphones.
As can be observed, the appearance analysis is naturally the most costly module (44% of the processing time per frame) as it constitutes the core for the definition of the observation model and is in the basis of the hypotheses generation for vehicle detection.
Similar(53)
The study of multilinear operators is not motivated by a mere quest to generalize the theory of linear operators but rather by their natural appearance in analysis.
It is not only motivated by a mere quest to generalize the theory of linear operators but rather by their natural appearance in analysis.
The study of multilinear averaging operators is traced back to the multilinear singular integral operator theory [16], and motivated not only the generalization of the theory of linear ones but also their natural appearance in analysis.
In particular, two types of inputs could be used that correspond to the appearance-based analysis in Section 5.1 and the motion-based analysis in Section 5.2.
Also, to preserve the duality with the appearance-based analysis, the processing is shifted to the rectified domain using the transformation T defined in Section 2. The resulting image, denoted D r, is illustrated in Figure 4.e for the previous example.
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