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Crop Yield Estimation

Built mobile and web apps using phone and drone images for automating crop yield estimation.


Grain Grading

Built a mobile app for automating assessment of grain and diseases detection using phone images.

In the following video, a Frost/Heat Stress damage (FRHTS) in wheat is demonstrated and labeled as red.


Tracking from Faces

Jesus Christ it’s Jason Bourne! Can we track him?

A tracker built from object detection and few-shot learning, allows us to detect and recognize faces.

Scenes are taken from The Bourne Ultimatum (2007 film) and the cover page is from The Bourne Identity (2002 film).


Facial Recognition

By just learning few face images from a random person, the algorithm is able to identify and recognize that person effectively from a group of people. Below are samples tested on the CelebA dataset.

In each sample, there are 3 face images learned by the model (under the text “Learning”) and a group of 15 people face images to find that person (under the text ‘Recognizing’) where the correct recognization is labeled by “match” in green color and the wrong recognization has “ground-truth” and “predict” in red color.

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