2. Domain : Computer Vision for AI
Computer Vision (CV) : "It is a process of capturing, processing and analysing real world images and videos to allow machines to extract meaningful informations from the physical world."
Some applications of CV are:-
- Web : face recognition, object recognition, geolocalization, Google maps, Youtube - content categorization etc.
- Smartphones : QR codes, face detection, Snapchat filters, Google Lens, Expression detection (Smile), Android lens blur, iphone portrait mode etc.
- Medical imaging : MRI, assisted diagnosis, automatic pathology, AI-guided surgery etc.
- Media : virtual sports replay, visual effects for film etc.
- Insurance : claims automation, damage analysis, property inspection etc.
- Health Care : analyzing health records, lab reports, x-ray images, etc.
- Automobiles : Self driving cars etc.
Some Challenges using CV are:-
- Privacy and Ethics :
- Lack of explainability :
- Deep Fakes :
- Adversarial attacks :
- Undesired situations : like for facial recognition, circumstances of lightening, expression, clothing on face etc.
Let us learn it with the help of activities :-
- Emoji Scavenger Hunt: In this activity, machine initiates the game by showing an emoji. The participant is expected to show a similar object in-front of the camera while the machine keeps on guessing what is being shown to it.
Click here to play "Emoji Scavenger Hunt"