A Fusion of Variational Distribution Priors and Saliency Map Replay for Continual 3D Reconstruction

no code implementations • 17 Aug 2023 • Sanchar Palit, Sandika Biswas

To this end, we propose a continual learning-based 3D reconstruction method where our goal is to design a model using Variational Priors that can still reconstruct the previously seen classes reasonably even after training on new classes.

3D Reconstruction Continual Learning +1

Prototypical quadruplet for few-shot class incremental learning

no code implementations • 5 Nov 2022 • Sanchar Palit, Biplab Banerjee, Subhasis Chaudhuri

We demonstrate the effectiveness of our method by showing that the embedding space remains intact after training the model with new classes and outperforms existing state-of-the-art algorithms in terms of accuracy across different sessions.

Few-Shot Class-Incremental Learning Incremental Learning