Search Results for author: Sravan Kumar Vinakota

Found 3 papers, 2 papers with code

Target Aware Network Architecture Search and Compression for Efficient Knowledge Transfer

1 code implementation12 May 2022 S. H. Shabbeer Basha, Debapriya Tula, Sravan Kumar Vinakota, Shiv Ram Dubey

Later, in the second stage, the redundant filters are pruned from the fine-tuned CNN to decrease the network's complexity for the target task while preserving the performance.

Sentiment Analysis Transfer Learning

AutoTune: Automatically Tuning Convolutional Neural Networks for Improved Transfer Learning

1 code implementation25 Apr 2020 S. H. Shabbeer Basha, Sravan Kumar Vinakota, Viswanath Pulabaigari, Snehasis Mukherjee, Shiv Ram Dubey

The experimental results obtained in this study depict that tuning of the pre-trained CNN layers with the knowledge from the target dataset confesses better transfer learning ability.

Bayesian Optimization Transfer Learning

AutoFCL: Automatically Tuning Fully Connected Layers for Handling Small Dataset

no code implementations22 Jan 2020 S. H. Shabbeer Basha, Sravan Kumar Vinakota, Shiv Ram Dubey, Viswanath Pulabaigari, Snehasis Mukherjee

Fine-tuning the newly learned (target-dependent) FC layers leads to state-of-the-art performance, according to the experiments carried out in this research.

Bayesian Optimization Image Classification +1

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