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Academic Innovations

Designing Budget-Aware Ultra-Efficient Neural Networks

Innovator Details

Innovator
Prof. Deepak Gupta

About

a) Early developments of Trailmet. Trailmet is an open-source model compression package being built to make the building of compressed deep learning models easy. b) Technology development on designing compressed metamodels. Metalearning refers to learning the process of learning, and this is very crucial for the generalisation of deep learning methods. c) Technology development on building budgeted binarization methods. Among the various model compression methods, binarization stands unique, especially because it can drastically reduce the model size. d) First investigation to design light-weight trackers using CNNs and transformers.
Funding Organization
Funding Organization
Department of Science and Technology (DST)
Quick Information
TRL: Technology Readiness Level
8
TIH Name
iHub, IIT (ISM) Dhanbad
Status
completed
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