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Nepali Cash Recognition App for Visually Impaired: Our Impression!

Every now and then, an app comes along the way that is solely focused on improving people’s lives above everything else. The Cash Recognition for Visually Impaired App by Kshitiz Rimal is one of them. The long name of the app succinctly sums up what this app is.  It is an app that recognizes money for visually impaired people.

While most of us don’t give a second thought while taking part in monetary transactions, it is a real difficulty for visually impaired people. Imagine this situation once: you are rummaging through your purse to find a note for the bus fare, you take it out and hand it to the conductor, and it is a Rs. 100 note instead of Rs. 10 you thought you picked out. This has happened to me a lot and I have two perfectly functioning eyes. Also how many times has a conductor tried to give you a Rs. 5 note saying it is a Rs. 20 in the dark? And how many times have you taken it without noticing?

App development by Kshitiz Rimal, an AI enthusiast, technologist, and Intel® Student Ambassador. | Source: Intel

These situations arise and we can deal with most of them, thanks to our eyes. But, as you can imagine, it is extremely difficult for visually impaired people. When you are traveling in a bus or buying a vegetable, how do you know which note you are giving the recipient? Nepali notes have no definitive structure or tell to differentiate between them with touch. Of course, you can trust the recipient to say which note you’ve given them but this is not always practical.

Using the app

This is where this app comes in. You download the Cash Recognition for Visually Impaired App and just use it. How this works is, you open the app, you put the note that you want to recognize in front of your rear camera, you touch the screen of your phone (anywhere on the screen), and the app will tell (in a robotic voice) which note you are holding in your hands. You don’t have to be connected to the internet to do this. This app works offline.

There are no buttons for settings or anything. This may be the simplest app I’ve ever used.

Download the app


When I first tried using the app, I got too many ‘Can’t recognize, try again’ notifications. And then I realized that the app works better if you bring the note closer to the camera. After that, the app has been consistent in recognizing the notes that I presented in front of it.

However, it hasn’t been 100% accurate. For example, when I took it too near to a tika-stained Rs. 5 note, it says it was Rs. 20. When I zoomed out a bit, it again said it was Rs. 5. Also sometimes it gives false positives. I was just playing with the app a while ago and when I touched the screen while pointing at my black jeans, the app said it detected Rs. 100.


In the end, this is a very useful app for visually impaired people. If you guys think that making this app was very easy, please don’t fool yourself. This was months and months of hard work from the developer Kshitiz Rimal. He used deep learning techniques to build this app. If you are interested in a similar project or want to read about the story of Mr. Khsitiz and this app, visit this link: https://software.intel.com/en-us/articles/success-story-using-ai-to-help-visually-impaired-people-identify-cash

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