no code implementations • 17 Jul 2021 • Soumyadeep Ghosh, Sanjay Kumar, Janu Verma, Awanish Kumar
We perform several experiments on the popular STL-10 database followed by an extensive analysis of our approach and study its effects on model accuracy and calibration.
no code implementations • 8 Aug 2020 • Rohit Keshari, Soumyadeep Ghosh, Saheb Chhabra, Mayank Vatsa, Richa Singh
However, there are a lot of \textit{small sample size or $S^3$} problems for which it is not feasible to collect large training databases.
no code implementations • CVPR 2019 • Soumyadeep Ghosh, Richa Singh, Mayank Vatsa
The proposed method, termed as Density Aware Metric Learning, enforces the model to learn embeddings that are pulled towards the most dense region of the clusters for each class.
no code implementations • 2 Nov 2018 • Rishabh Garg, Yashasvi Baweja, Soumyadeep Ghosh, Mayank Vatsa, Richa Singh, Nalini Ratha
Mobile biometric approaches provide the convenience of secure authentication with an omnipresent technology.