# Hand Gesture Recognition of Dumb Person Using one Against All Neural Network

arXiv: https://arxiv.org/abs/2201.12622 · HTML: https://mlsanity.com/paper/2201.12622/

## Key facts

- No citing papers in the map yet (data through 14 Oct 2026).
- Builds on 0 of its 27 references that are in the map.
- First posted on arXiv 29 Jan 2022.

## Abstract (arXiv)

We propose a new technique for recognition of dumb person hand gesture in real world environment. In this technique, the hand image containing the gesture is preprocessed and then hand region is segmented by convergent the RGB color image to L.a.b color space. Only few statistical features are used to classify the segmented image to different classes. Artificial Neural Network is trained in sequential manner using one against all. When the system gets trained, it becomes capable of recognition of each class in parallel manner. The result of proposed technique is much better than existing techniques.