{"id":19580594,"url":"https://github.com/blurred-machine/computer-vision-problems","last_synced_at":"2025-02-26T12:15:28.027Z","repository":{"id":129505680,"uuid":"267646401","full_name":"blurred-machine/Computer-Vision-Problems","owner":"blurred-machine","description":"In this repository, I have solved two problems with computer vision. The first Implementation is building a CNN in which the input is a noisy number and the output is a denoised number based on AutoEncoders. 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The first Implementation is building a CNN in which the input is a noisy number and the output is a denoised number based on AutoEncoders. The second implementations is sequencing the characters read from number plates done using object detection.\n\n* Please use the jupyter notebook to run the above files in iPython environment.\n* or directly run the `Problem_x.py` file in the python shell.\n\n## Implementation P1\n- Loss Calculation during training:\n- ![Loss Calculation](https://github.com/blurred-machine/Computer-Vision-Problems/blob/master/screenshots/training%20loss.PNG)\n\n- Loss Calculation during training:\n- ![Accuracy calculation](https://github.com/blurred-machine/Computer-Vision-Problems/blob/master/screenshots/training%20accuracy.PNG)\n\n- Final Reult with accuracy of **81.27%** on Training and **81.35%** on Validation Set:\n- ![Result](https://github.com/blurred-machine/Computer-Vision-Problems/blob/master/screenshots/final%20result.PNG)\n\n\n## Implementation P2\nSteps followed:\n- Extracted the characters from the XML result of object detection using `xml.etree.ElementTree`.\n- Wrote functions to extract **character** and **boundung boxes** data from XML root.\n- Built a sorting sequence algorithm for characters based on bounding box coordinates.\n- Tested and verified the algorithm on single line and double line number plates.\n\nThank You!\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fblurred-machine%2Fcomputer-vision-problems","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fblurred-machine%2Fcomputer-vision-problems","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fblurred-machine%2Fcomputer-vision-problems/lists"}