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Title: GitHub - johnshearing/MachineControlByObjectDetection: TensorFlow Object Detector Triggers USB Relay On Windows OS

Open Graph Title: GitHub - johnshearing/MachineControlByObjectDetection: TensorFlow Object Detector Triggers USB Relay On Windows OS

X Title: GitHub - johnshearing/MachineControlByObjectDetection: TensorFlow Object Detector Triggers USB Relay On Windows OS

Description: TensorFlow Object Detector Triggers USB Relay On Windows OS - johnshearing/MachineControlByObjectDetection

Open Graph Description: TensorFlow Object Detector Triggers USB Relay On Windows OS - johnshearing/MachineControlByObjectDetection

X Description: TensorFlow Object Detector Triggers USB Relay On Windows OS - johnshearing/MachineControlByObjectDetection

Opengraph URL: https://github.com/johnshearing/MachineControlByObjectDetection

X: @github

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https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/commits/main/
corehttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/tree/main/core
corehttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/tree/main/core
datahttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/tree/main/data
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DetectCommand.txthttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/DetectCommand.txt
DetectCommand.txthttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/DetectCommand.txt
JRS_CollectTrainingImages.pyhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/JRS_CollectTrainingImages.py
JRS_CollectTrainingImages.pyhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/JRS_CollectTrainingImages.py
JRS_CornerTest.pyhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/JRS_CornerTest.py
JRS_CornerTest.pyhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/JRS_CornerTest.py
JRS_DetectCommand.txthttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/JRS_DetectCommand.txt
JRS_DetectCommand.txthttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/JRS_DetectCommand.txt
JRS_DetectorSorter.pyhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/JRS_DetectorSorter.py
JRS_DetectorSorter.pyhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/JRS_DetectorSorter.py
JRS_PopulateTestFolders.pyhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/JRS_PopulateTestFolders.py
JRS_PopulateTestFolders.pyhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/JRS_PopulateTestFolders.py
JRS_RemoveOphans.pyhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/JRS_RemoveOphans.py
JRS_RemoveOphans.pyhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/JRS_RemoveOphans.py
JRS_ReportConvexityDefects.pyhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/JRS_ReportConvexityDefects.py
JRS_ReportConvexityDefects.pyhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/JRS_ReportConvexityDefects.py
LICENSEhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/LICENSE
LICENSEhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/LICENSE
README.mdhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/README.md
README.mdhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/README.md
conda-cpu.ymlhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/conda-cpu.yml
conda-cpu.ymlhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/conda-cpu.yml
conda-gpu.ymlhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/conda-gpu.yml
conda-gpu.ymlhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/conda-gpu.yml
convert_tflite.pyhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/convert_tflite.py
convert_tflite.pyhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/convert_tflite.py
convert_trt.pyhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/convert_trt.py
convert_trt.pyhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/convert_trt.py
detect.pyhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/detect.py
detect.pyhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/detect.py
detect_video.pyhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/detect_video.py
detect_video.pyhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/detect_video.py
license_plate_recognizer.pyhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/license_plate_recognizer.py
license_plate_recognizer.pyhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/license_plate_recognizer.py
requirements-gpu.txthttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/requirements-gpu.txt
requirements-gpu.txthttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/requirements-gpu.txt
requirements.txthttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/requirements.txt
requirements.txthttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/requirements.txt
save_model.pyhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/save_model.py
save_model.pyhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/save_model.py
READMEhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection
MIT licensehttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection
Main list of projectshttps://johnshearing.github.io/
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#machine-control-using-opencv-and-ai-classifier
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#combines-opencv-and-deep-learning-to-accomplish-what-neither-can-do-alone
Video showing JRS_DetectorSorter.py in operation.https://youtu.be/Pq97KxsR0aI
JRS_CollectTrainingImages.pyhttps://github.com/johnshearing/MachineControlByObjectDetection/blob/main/JRS_CollectTrainingImages.py
JRS_DetectorSorter.pyhttps://github.com/johnshearing/MachineControlByObjectDetection/blob/main/JRS_DetectorSorter.py
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#using-jrs_detectorsorterpy
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#below-is-the-genearal-ai-training-tutorial-forked-from-theaiguy-on-youtube
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#yolov4-custom-functions
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/LICENSE
tensorflow-yolov4-tflitehttps://github.com/theAIGuysCode/tensorflow-yolov4-tflite
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#demo-of-object-counter-custom-function-in-action
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/data/helpers/object_counter.gif
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#currently-supported-custom-functions-and-flags
Counting Objects (total objects and per class)https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#counting
Print Info About Each Detection (class, confidence, bounding box coordinates)https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#info
Crop Detections and Save as New Imagehttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#crop
License Plate Recognition Using Tesseract OCRhttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#license
Apply Tesseract OCR to Detections to Extract Texthttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#ocr
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#getting-started
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#conda-recommended
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#pip
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#nvidia-driver-for-gpu-if-you-are-not-using-conda-environment-and-havent-set-up-cuda-yet
https://developer.nvidia.com/cuda-10.1-download-archive-update2https://developer.nvidia.com/cuda-10.1-download-archive-update2
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#downloading-official-pre-trained-weights
https://drive.google.com/open?id=1cewMfusmPjYWbrnuJRuKhPMwRe_b9PaThttps://drive.google.com/open?id=1cewMfusmPjYWbrnuJRuKhPMwRe_b9PaT
https://github.com/AlexeyAB/darknet/releases/download/darknet_yolo_v4_pre/yolov4-tiny.weightshttps://github.com/AlexeyAB/darknet/releases/download/darknet_yolo_v4_pre/yolov4-tiny.weights
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#using-custom-trained-yolov4-weights
https://www.youtube.com/watch?v=mmj3nxGT2YQhttps://www.youtube.com/watch?v=mmj3nxGT2YQ
https://www.youtube.com/watch?v=nOIVxi5yurEhttps://www.youtube.com/watch?v=nOIVxi5yurE
https://drive.google.com/file/d/1EUPtbtdF0bjRtNjGv436vDY28EN5DXDH/view?usp=sharinghttps://drive.google.com/file/d/1EUPtbtdF0bjRtNjGv436vDY28EN5DXDH/view?usp=sharing
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/data/helpers/custom_config.png
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#yolov4-using-tensorflow-tf-pb-model
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#result-images-regular-tensorflow
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#pre-trained-yolov4-model-example
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/data/helpers/result.png
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#result-video
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/data/helpers/demo.gif
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#yolov4-tiny-using-tensorflow
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#custom-yolov4-using-tensorflow
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#custom-yolov4-model-example-see-video-link-above-to-train-this-model
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#custom-functions-and-flags
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#counting-objects-total-objects-or-per-class
core/functions.pyhttps://github.com/theAIGuysCode/yolov4-custom-functions/blob/master/core/functions.py
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#count-total-objects
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/data/helpers/total_count.png
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#count-objects-per-class
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/data/helpers/by_class_config.PNG
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/data/helpers/perclass_count.png
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#print-detailed-info-about-each-detection-class-confidence-bounding-box-coordinates
core/utils.pyhttps://github.com/theAIGuysCode/yolov4-custom-functions/blob/master/core/utils.py
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/data/helpers/info_details.PNG
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/data/helpers/info_output.PNG
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#crop-detections-and-save-them-as-new-images
core/functions.pyhttps://github.com/theAIGuysCode/yolov4-custom-functions/blob/master/core/functions.py
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/data/helpers/crop_example.png
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#license-plate-recognition-using-tesseract-ocr
core/utils.pyhttps://github.com/theAIGuysCode/yolov4-custom-functions/blob/master/core/utils.py
tesseract-ocr/tessdochttps://github.com/tesseract-ocr/tessdoc
PyImageSearch Articlehttps://www.pyimagesearch.com/2017/07/03/installing-tesseract-for-ocr/
Windows Installhttps://github.com/UB-Mannheim/tesseract/wiki
Download license plate detector model and learn how to save and run it with TensorFlow herehttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#custom
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#running-license-plate-recognition-on-images-video-example-below
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#resulting-image-example
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/data/helpers/lpr_demo.png
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#behind-the-scenes
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/data/images/car2.jpg
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/data/helpers/subimage.png
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/data/helpers/gray.png
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/data/helpers/threshold.png
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/data/helpers/dilation.png
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https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/data/helpers/final.png
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection/blob/main/data/helpers/string.png
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#running-license-plate-recognition-on-video
See how it works herehttps://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#crop
detections/crophttps://github.com/theAIGuysCode/yolov4-custom-functions/blob/master/detections/crop/
license_plate_recognizer.pyhttps://github.com/theAIGuysCode/yolov4-custom-functions/blob/master/license_plate_recognizer.py
license_plate_recognizer.pyhttps://github.com/theAIGuysCode/yolov4-custom-functions/blob/master/license_plate_recognizer.py
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#running-tesseract-ocr-on-any-detections
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#yolov4-using-tensorflow-lite-tflite-model
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#result-image-tensorflow-lite
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#tensorflow-lite-int8-example
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#yolov4-using-tensorrt
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#command-line-args-reference
https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#references
tensorflow-yolov4-tflitehttps://github.com/hunglc007/tensorflow-yolov4-tflite
Readme https://patch-diff.githubusercontent.com/johnshearing/MachineControlByObjectDetection#readme-ov-file
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