Research Article
Hybrid Approach for Shelf Monitoring and Planogram Compliance (Hyb-SMPC) in Retails Using Deep Learning and Computer Vision
Table 4
Comparison of average precision achieved by three different detectors.
| Main categories | YOLO V4 | YOLO V5 | YOLOR |
| AP | Juices | 0.97 | 0.81 | 0.77 | Chiller | 0.97 | 0.82 | 0.79 | Dairy liquid | 0.965 | 0.826 | 0.89 | Dairy powder | 0.966 | 0.866 | 0.87 | Coffee | 0.987 | 0.85 | 0.85 | Milk modifier | 0.982 | 0.85 | 0.84 | PTW | 0.984 | 0.88 | 0.87 | Infant nutrition | 0.95 | 0.84 | 0.80 | BFC | 0.92 | 0.88 | 0.73 | Nutrition | 0.92 | 0.82 | 0.79 | Nestrade | 0.95 | 0.81 | 0.76 | Sachets | 0.95 | 0.81 | 0.78 |
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