Machine Learning Projects on Computer Vision

Programming a computer and designing algorithms to figure out what is in those images is the field of computer vision. In this article, I will take you through 20 Machine Learning projects on Computer Vision solved and explained with Python programming language.

Machine Learning Projects on Computer Vision

  1. Lung Segmentation
  2. Sign Language Classification
  3. Flower Recognition
  4. Pneumonia Detection
  5. Face Mask Detection
  6. Google Landmark Detection Model
  7. Age and Gender Detection
  8. Bar Code and QR Code Reader
  9. Handwriting Recognition
  10. Face Detection
  11. Deepfake Detection
  12. Pencil Sketch with OpenCV
  13. Instagram Filters with Python
  14. Colour Recognition
  15. Image Features Extraction
  16. Extract Text from Images
  17. Image Segmentation
  18. Image Recognition
  19. Fashion Recommendation System
  20. Face Landmarks Detection

What is Computer Vision?

Computer vision is the task of extracting useful information from images. Information can mean anything from 3D models, camera position, object detection and recognition to grouping and searching for image content.

In formulating and solving computer vision problems, the researchers have often found it useful to draw inspiration from three high-level approaches:

  1. Scientific: Build detailed models of the imaging process and develop mathematical techniques to reverse them to recover quantities of interest.
  2. Statistics: Use probabilistic models to quantify the a priori probability of your unknowns and the noisy measurement processes that produce the input images, then infer the best possible estimates of your desired quantities and analyze the resulting uncertainties. The inference algorithms used are often closely related to optimization techniques used to reverse (scientific) imaging processes.
  3. Engineering: develop techniques that are easy to describe and implement but which are also known to work well in practice. Test these techniques to understand their throttling and failure modes, and their expected computational costs.

I hope you liked this article on 20 machine learning projects on computer vision solved and explained with Python programming language. Feel free to ask your valuable questions in the comments section below.

Aman Kharwal
Aman Kharwal

I'm a writer and data scientist on a mission to educate others about the incredible power of data📈.

Articles: 1501


Leave a Reply