Fine grain Classification
200 class bird classification using Siamese network from pretrained VGGNet. Siamese model was used to extract low-dimensional class grouped features based on similarity as advocated by the labels. It was carried out in Keras framework.
Image Classification using BoVW
10 class image classification using BoVw representation with SVMs, MLFF Neural Networks, kNN using dimensionality reduction methods.
Content-aware Seam Carving
Image carving preserving SIFT features. A MATLAB implementation of CVPR publication.
Mathematical Modeling of Semiconductor Device
180nm MOSFET device modeling with second-order leakages to model the Current-Voltage characteristics that determine the operation region and power loses from Material nature and helps in optimizing the circuit design.
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