We are seeking a skilled Computer Vision and Machine Learning expert to develop a solution that can accurately extract equations of straight lines from graph images while effectively removing the background grid. The ideal candidate should have a strong background in OpenCV, image processing, and machine learning techniques.
Project Details:
Objective: Develop an algorithm to process graph images containing x and y axes, along with multiple straight lines, while eliminating the grid background.
Input: Images of graphs with x and y axes, including straight lines, but also accompanied by grid lines.
Output: Filtered images with only x and y axes and isolated straight lines, along with extracted equations of these lines.
Key Challenges:
Accurate detection and extraction of the x and y axes.
Effective removal of the grid lines while preserving the straight lines.
Extraction of equations from the identified straight lines.
NOTE:- Prior to presenting your proposal, include an effective method within it for eliminating the background grid from an image. This method should retain only the x and y axes along with significant straight lines. I have provided various images for reference, so your approach must be adaptable to handle all of these diverse scenarios.
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