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Reference: An Efficient and Light-weight Detector for Wine Bottle Defects
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Abstract-

Detecting defects on the wine bottle surface is a challenging task due to these factors: (1) tiny defects on the surface, (2) visually similar defects with design patterns on bottles, (3) reflective (metallic) bottle surface, (4) real-time requirement. In this paper, we propose an efficient and light-weight detector for the defects. To this end, we adopt EfficientNet- B3 [1] as the backbone of the detector and YOLO [2] as the detection head. In addition, we use channel pruning approach [3] to obtain a more compact model. In the experiments, we obtain a score of 0.77 on the validation dataset, similar performance comparing to the two-stage methods[23]. The parameters of our detector are only 5. 8M , which are about one tenth of the YOLOs [2]. The proposed detector achieves a good balance between speed and accuracy.

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Link to paper-

https://ieeexplore.ieee.org/abstract/document/9305489

https://doi.org/10.1109/ICARCV50220.2020.9305489


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Publication Details

Published: 2020
Publication: ICARCV 2020
Issue: 2020 2020
Author: Lin M 2020
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