Disclosed is a deep learning based camera, a rider sensor fusion recognition method and system that is robust to sensor quality degradation. The cognitive method performed by the cognitive system according to an embodiment may include obtaining different feature maps by inputting different data into each deep neural network; Fusing each of the acquired feature maps through a fusion network; And detecting an object based on a new feature map fused through the fusion network.
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