Abstract: Highlights•We propose a new anchor-free instance-level human part detection net- work (AIP-Net).•Both BodyDetector and PartDetector adopt an fully convolutional networks (FCN) anchor-free network structure.•We validated the performance of AIP-Net on the COCO Human Parts dataset, achieving state-of-the-art performance.
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