Search Results for author: Darshan Patil

Found 3 papers, 3 papers with code

An Empirical Investigation of the Role of Pre-training in Lifelong Learning

1 code implementation NeurIPS 2023 Sanket Vaibhav Mehta, Darshan Patil, Sarath Chandar, Emma Strubell

The lifelong learning paradigm in machine learning is an attractive alternative to the more prominent isolated learning scheme not only due to its resemblance to biological learning but also its potential to reduce energy waste by obviating excessive model re-training.

Continual Learning Image Classification

Disentangling 3D Prototypical Networks For Few-Shot Concept Learning

1 code implementation ICLR 2021 Mihir Prabhudesai, Shamit Lal, Darshan Patil, Hsiao-Yu Tung, Adam W Harley, Katerina Fragkiadaki

We present neural architectures that disentangle RGB-D images into objects' shapes and styles and a map of the background scene, and explore their applications for few-shot 3D object detection and few-shot concept classification.

3D Object Detection Object +3

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