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Incorporating Side Information by Adaptive Convolution
For example, for crowd counting, the camera perspective (e. g., camera angle and height) gives a clue about the appearance and scale of people in the scene.
Crowd Counting by Adapting Convolutional Neural Networks with Side Information
In order to incorporate the available side information, we propose an adaptive convolutional neural network (ACNN), where the convolutional filter weights adapt to the current scene context via the side information.
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