DPDnet: A robust people detector using deep learning with an overhead depth camera

•Robust system to detect people only using depth information from a ToF camera.•System outperforms state-of-the-art methods in different datasets without fine-tuning.•Proposal runs in real time using conventional GPUs.•Computational demands are independent of the number of people in the scene.•Gener...

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