The invention relates to the technical field of network, and provides a human body identification method and device, a computer readable storage medium and electronic equipment. The human body identification method comprises: obtaining a pedestrian image; extracting features of the pedestrian image to obtain a global feature map; dividing the global feature map into a plurality of regions in a preset direction, and pooling the regions to obtain pooled areas corresponding to the regions; and then enabling pooled area features corresponding to the pooled areas to be sequentially connected in thepreset direction to obtain pedestrian image features corresponding to the pedestrian image. The image identification precision can be improved, and the probability of misidentification can be reduced. In addition, the human body identification method in the invention adapts to a pedestrian re-identification task in multiple scenes.