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Vitisynth Full EntryReference:Conference proceedings:ICARCV 2020:2020:2020:Lin M 2020:An Efficient and Light-weight D...
VitiSynth Full Entry
Reference: An Efficient and Light-weight Detector for Wine Bottle Defects
Key Statements
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
Partially indexed reference.
VitiSynth Review
Publication Details
| Published: | 2020 |
| Publication: | ICARCV 2020 |
| Issue: | 2020 2020 |
| Author: | Lin M 2020 |
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