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Merge branch 'master' of github.com:RentadroneCL/model-definition

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Daniel Saavedra
2020-02-20 17:07:37 -03:00
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README.md
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## To do list:
- [x] Import model detection (SSD & YOLO3)
- [x] Model Panel Detection
- [ ] Model Soiling Fault Detection
- [ ] Model Diode Fault Detection
- [x] Model Soiling Fault Detection
- [x] Model Diode Fault Detection
- [ ] Model Other Fault Detection
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* OpenCV
* Beautiful Soup 4.x
## Detection
## Model Detection
The models used for detection are SSD [SSD: Single Shot MultiBox Detector](https://arxiv.org/abs/1512.02325) and YOLOv3 [YOLOv3: An Incremental Improvement] (https://arxiv.org/abs/1804.02767), they are imported from the following repositories:
* [SSD_Keras](https://github.com/pierluigiferrari/ssd_keras#how-to-fine-tune-one-of-the-trained-models-on-your-own-dataset)
* [YOLOv3_Keras](https://github.com/experiencor/keras-yolo3)
Grab the pretrained weights of SSD and YOLO3 from https://drive.google.com/drive/folders/1LSc9FkAwJrAAT8pAUWz8aax_biFAMMXS?usp=sharing
@@ -187,8 +190,35 @@ On folder Result_ssd300_fault_1 show code (jupyter notebook), weight and result
### YOLO3
On folder Result_ssd300_fault_1 show history train (yolo3_full_yolo.output), weight and result of this model (mAP 73.02%).
On folder Result_yolo3_fault_1 show history train (yolo3_full_yolo.output), weight and result of this model (mAP 73.02%).
![](Result_yolo3_fault_1/result_yolo3_fault_1/Mision_11_DJI_0011.jpg)
## Diode Fault Detector
### YOLO3
On folder Result_yolo3_fault_4 show history train (yolo3_full_yolo.output), weight and result of this model (mAP 73.02%).
![](Result_yolo3_fault_4/result_yolo3_fault_4/Mision%2041_DJI_0044.jpg)
# Contributing
Contributions are welcome and will be fully credited. We accept contributions via Pull Requests on GitHub.
## Pull Request Checklist
Before sending your pull requests, make sure you followed this list.
- Read [contributing guidelines](CONTRIBUTING.md).
- Read [Code of Conduct](CODE_OF_CONDUCT.md).
- Check if my changes are consistent with the [guidelines](https://github.com/RentadroneCL/model-definition/blob/master/CONTRIBUTING.md#general-guidelines-and-philosophy-for-contribution).
- Changes are consistent with the [Coding Style](https://github.com/RentadroneCL/model-definition/blob/master/CONTRIBUTING.md#c-coding-style).
- Run [Unit Tests](https://github.com/RentadroneCL/model-definition/CONTRIBUTING.md#running-unit-tests).
# Example to use trained model
In ['Example_Prediction'](ex_prediction.ipynb)