Projects

Product Attribute Extraction

Unsupervised Topic Modelling technique for unsupervised product attribute extraction from Amazon India. We release two models - Fine-tuned Brand Name Detector and MLM on Product Data.

Product Attribute Extraction

DAAMI2I

Extension of DAAM for Image Self-Attention in Diffusion Models! Exploiting Zero-Shot image segmentation capability of Stable Diffusion using a novel Attention Diffusion layer

DAAMI2I

Multi-Armed Bandit WebApp

A Streamlit WebApp Multi-Armed Bandit Game with Epsilon Greedy Agent Simulation

Multi-Armed Bandit WebApp

PHASE-based Implicit Neural Representation

Unofficial implementation to the paper - “Phase Transitions, Distance Functions, and Implicit Neural Representations” for 3D surface reconstruction based on point clouds

PHASE-based Implicit Neural Representation

Quantum Deep Dive

Exploring Parametrized Quantum Circuits for solving NP-Hard Travelling Salesman Optimization roblem with Variational Quantum Eigensolver

Quantum Deep Dive

Perceptions of Poverty

Designing a novel Contrastive Perturbative (CP) Framework for estimating adjustable perception-based weights for poverty indicators relevant for Indian context using Discrete Choice Models

Perceptions of Poverty

TITAN

Large-Scale Visual Object Discovery through Diffusion Attentive Attribution Text2Image Heatmaps using Stable Diffusion. Python package - Generate OD Synthetic Data in 30 lines of code!

TITAN

Visuo-Textual Joint Embedding

Contextual Information-rich joint embedding for image and text in a multi-modal vector space using object-text collocation and Relative Position-based Transformer

Visuo-Textual Joint Embedding

Scanned Document Classification

Scanned Document Representation Learning using Image-Text-Loc Fusion CNN-Transformer and leveraging it for clustering and classification into 16 document categories

Scanned Document Classification

Neural Machine Translation

Explored several baseline Transformer models built from scratch for English to low-resourced North-Eastern Indian Languages in an effort to mainstream large native population

Neural Machine Translation