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Hi there šŸ‘‹

  • Iā€™m currently working as a Research Intern at Microsoft Research
  • I have previously worked as a research intern at UCSD.
  • Email: [email protected]

Aditya Soni's Projects

action-recognition-using-mhi-based-hu-moments-with-hmms icon action-recognition-using-mhi-based-hu-moments-with-hmms

Action recognition from video streams is among the active research topics in computer vision. The challenge is on the identification of the actions robustly regardless of the variations imposed by appearances of actions performed by different people. The challenge increases when the data is gathered from an outdoor environment, i.e. background and illumination variations. This paper proposes a Hidden Markov Model (HMM) based approach to model actions using Hu moments that are computed using a modified Motion History Images (MHI). The experiments performed using Weizmann dataset show that the proposed method generates 99% classification accuracy, which is higher than many state of the art techniques that use MHI and HMMs separately, or at least comparable with them.

bci_gcn icon bci_gcn

Using Graph Convolutional Networks on a BCI dataset

broxflow icon broxflow

OpenCV-Python implementation of the Brox Optical Flow algorithm.

dynamichandgest-gcn icon dynamichandgest-gcn

Using Graph Convolutional Neural Networks to detect hand gestures from videos present in the 20BN-Jester dataset.

torch_clustering icon torch_clustering

A pure PyTorch implementation of kmeans and GMM with distributed clustering.

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