Nature

Ensemble probabilistic quantization encoding for information preservation of numerical variables in convolutional neural networks

One-hot encoding is a prevalent method used to convert numeric variables into categorical variables. But one-hot encoding omits crucial quantitative data, which compromises the performance of ...
Nature

Transformer-based word level Bangla sign language recognition using relative quantization encoding

Sign language recognition (SLR) for low-resource languages like Bangla suffers from signer variability, viewpoint variations, and limited annotated datasets. In this paper, we present BdSLW401, a ...