Research Article

Learning Feature Fusion in Deep Learning-Based Object Detector

Table 5

MS-COCO : detection rate with fusion of ICF channel combinations at the layer.

ICF channel combinationNumber of channelsmAP

RGB + gray + HSV + LUV + grad. + HOG1737.7
Gray + HSV + LUV + grad. + HOG1437.3
HSV + LUV + grad. + HOG1337.4
Gray + LUV + grad. + HOG1136.4