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The dimensionality of the gating output is two, one for weighting the spatial expert and the other for weighting the motion expert.
For instance, if the spatial expert network achieves a 10% increase in accuracy compared with that of the motion expert network, it means the learning rate of the spatial stream must be slowed to balance the gating scheme.
For example, we must ensure that during training, the spatial expert network and motion expert network do not exceed each other in terms of accuracy so that the gating network can learn from the true prediction data sufficiently.
Three networks are used for this gating CNN scheme; hence, there are three inputs: RGB for the spatial expert network, optical flow for the motion expert network, and a concatenation of RGB and optical flow for the gating network.
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The right side was the artist, the visual-spatial expert.
The output produced from the laser scanning is not readily accessible by non-spatial experts without specialist software and required the use of video flythrough and screen shots to enable the data to be visualised by the Traditional Owners.
This project required the input of spatial science experts and on site surveyors to produce a result that could be used for reconstruction.
This framework is informed by spatial data and expert knowledge.
These models operate concurrently on a connected landscape, parameterized by extant spatial databases, and expert opinion.
To obtain the best estimate of the location and spatial extent of lung nodules, expert thoracic radiologists reviewed and annotated each scan.
We consider our framework to be a starting point, aiming to stimulate inter-disciplinary discussions between physicists, energy experts, spatial planners and (speculatively), future "energy landscape" managers.
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