Limited Data, Unlimited Potential: A Study on ViTs Augmented by Masked Autoencoders

1 code implementation • 31 Oct 2023 • Srijan Das, Tanmay Jain, Dominick Reilly, Pranav Balaji, Soumyajit Karmakar, Shyam Marjit, Xiang Li, Abhijit Das, Michael S. Ryoo

We explore the appropriate SSL tasks that can be optimized alongside the primary task, the training schemes for these tasks, and the data scale at which they can be most effective.

DeepFake Detection Face Swapping +1

GGA-MLP: A Greedy Genetic Algorithm to Optimize Weights and Biases in Multilayer Perceptron

1 code implementation • Contrast Media & Molecular Imaging 2022 • Priti Bansal, Rishabh Lamba, Vaibhav Jain, Tanmay Jain, Sanchit Shokeen, Sumit Kumar, Pradeep Kumar Singh, Baseem Khan

Various gradient-based optimization algorithms have been proposed by researchers in the past to generate an optimal set of weights and biases.

Latency-Memory Optimized Splitting of Convolution Neural Networks for Resource Constrained Edge Devices

no code implementations • 19 Jul 2021 • Tanmay Jain, Avaneesh, Rohit Verma, Rajeev Shorey

Splitting the CNN architecture to perform part of the computation on edge and remaining on the cloud is an area of research that has seen increasing interest in the field.