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To solve the shortcoming of insufficient information features of small targets in the RetinaNet, this work introduces a parallel-assisted multi-scale feature enhancement module MFEM (Multi-scale Feature ... To prove the effectiveness of the algorithm FE-RetinaNet (Feature Enhancement RetinaNet), this work conducts experiments on the MS COCO. ... In complex scenes, FE-RetinaNet can detect more small targets compared with the original RetinaNet. ...doi:10.3390/sym13060950 fatcat:cs5pnmyoirc3nkmknfjn6pu6sa