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Improve human pose in complex scenes by using intra- and inter-human relationships with I2R-Net

Improve human pose in complex scenes by using intra- and inter-human relationships with I2R-Net


I^2R-Net: Intra- and Inter-Human Relation Network for Multi-Person Pose Estimation



... present the Intra- and Inter-Human Relation Networks (I^2R-Net) for Multi-Person Pose Estimation. It involves two basic modules.


First, the Intra-Human Relation Module operates on a single person and aims to capture Intra-Human dependencies.


Second, the Inter-Human Relation Module considers the relation between multiple instances and focuses on capturing Inter-Human interactions.


The Inter-Human Relation Module can be designed very lightweight by reducing the resolution of feature map, yet learn useful relation information to significantly boost the performance of the Intra-Human Relation Module.


... conduct extensive experiments on COCO, CrowdPose, and OCHuman datasets.


... demonstrate that the proposed model surpasses all the state-of-the-art methods ...



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