← Back to Home

Publications

Journal Publications

July 2025

A Multi Relational Graph-based Approach for Stock Movement Prediction and Portfolio Optimization

Manali Patel, Shreya Goyal, Krupa Jariwala, Chiranjoy Chattopadhyay

Neurocomputing

November 2023

Hybrid Self-supervised Learning-Based Architecture for Construction Progress Monitoring

Shreya Goyal, Varun Kumar Reja, Koshy Vargese, Balaraman Ravindran, Quang Ha

Automation in Construction

November 2023

FVCap: An Approach to Understand Scanned Floor Plan Images Using Deep Learning and Its Applications

Shreya Goyal, Chiranjoy Chattopadhyay, and Gaurav Bhatnagar

SN Computer Science

April 2023

Survey of Adversarial Robustness and Defenses in NLP

Shreya Goyal, Sumanth Doddapaneni, Mitesh Khapra, Balaraman Ravindran

ACM Computing Surveys

January 2022

GRIHA: Synthesizing 2-Dimensional Building Layouts from Images Captured using a Smart Phone

Shreya Goyal, Naimul Khan, Chiranjoy Chattopadhyay, Gaurav Bhatnagar

Multimedia Tools and Applications

March 2021

Knowledge Driven Description Synthesis for Floor Plan Interpretation

Shreya Goyal, Chiranjoy Chattopadhyay, Gaurav Bhatnagar

International Journal on Document Analysis and Recognition

September 2019

SUGAMAN: Describing Floor Plans for Visually Impaired by Annotation Learning and Proximity based Sentence Model

Shreya Goyal, Satya Bhavsar, Shreya Patel, Chiranjoy Chattopadhyay, Gaurav Bhatnagar

IET Image Processing

Journal Submissions (Under Review)

2025

Explainable Multimodal Feature Fusion Approach for Stock Market Movement Prediction

Manali Patel, Shreya Goyal, Krupa Jariwala, Chiranjoy Chattopadhyay

IEEE Transactions on Emerging Topics in Computational Intelligence

2025

A Graph-based Multimodal Fusion Approach for Stock Movement Prediction

Manali Patel, Shreya Goyal, Krupa Jariwala, Chiranjoy Chattopadhyay

Pattern Recognition

Conference Publications

December 2025

Beyond the Ticker: Graph-Fused Stock Forecasting with Candlestick Chart, Temporal, and Relational Intelligence

Manali Patel, Shreya Goyal, Krupa Jariwala, and Chiranjoy Chattopadhyay

ACM International Conference on Data Science (CODS), Pune, India

2025

Multi-step PLC Code Generation using LLMs: A Practical Framework for Industrial Applications

Shreya Goyal, Debasish Mishra, Yash Shah

Amazon Robotics Conference

December 2024

D2CTNet: An Approach to Detect Dynamics of Candlestick Charts and Technical Indicators for Stock Market

Manali Patel, Shreya Goyal, Krupa Jariwala, Chiranjoy Chattopadhyay

CODS-COMAD

2024

InSaAF: Incorporating Safety through Accuracy and Fairness: Are LLMs Ready for the Indian Legal Domain?

Yogesh Tripathi, Raghav Donakanti, Sahil Girhepuje, Ishan Kavathekar, Bhaskara Hanuma Vedula, Gokul S. Krishnan, Shreya Goyal, Anmol Goel, Balaraman Ravindran, and Ponnurangam Kumaraguru

37th International Conference on Legal Knowledge and Information Systems (JURIX)

January 2024

CookingINWild: Unleashing the Challenges of Indian Cuisine Cooking Videos for Action Recognition

Sandeep Khanna, Shreya Goyal, Chiranjoy Chattopadhyay, and Suman Kundu

International Conference on Data Science and Management of Data (CODS-COMAD), Bangalore, India

July 2023

Towards Leaving No Indic Language Behind: Building Monolingual Corpora, Benchmark and Models for Indic Languages

Sumanth Doddapaneni, Rahul Aralikatte, Shreya Goyal, Gowtham Ramesh, Mitesh M. Khapra, Anoop Kunchukuttan and Pratyush Kumar

ACL, Toronto, Canada

2023

Are Models Trained on Indian Legal Data Fair?

Sahil Girhepuje, Anmol Goel, Gokul Krishnan, Shreya Goyal, Satyendra Pandey, Ponnurangam Kumaraguru, Balaram Ravindran

Symposium on AI and Law

December 2021

A Hybrid Network for Scanned Floor Plan Image Recognition and Room Labeling

Shreya Goyal, Chiranjoy Chattopadhyay, Gaurav Bhatnagar

International Conference on Pattern Recognition and Machine Intelligence, Kolkata, India

September 2020

LayART: Generating Indoor Layout using ARCore Transformations

Shreya Goyal, Naimul Khan, Chiranjoy Chattopadhyay, Gaurav Bhatnagar

IEEE International Conference on Multimedia Big Data (BigMM)

September 2019

BRIDGE: Building Plan Repository for Image Description Generation, and Evaluation

Shreya Goyal, Vishesh Mistry, Chiranjoy Chattopadhyay, Gaurav Bhatnagar

IAPR International Conference on Document Analysis and Recognition (ICDAR), Sydney, Australia (Oral)

September 2019

A Framework for the Conversion of Textual Big Data into 2D Architectural Floor Plan

Mahak Jain, Anurag Sanyal, Shreya Goyal, Chiranjoy Chattopadhyay, Gaurav Bhatnagar

1st International Workshop on Big Data in Culture, Design and Heritage, IEEE BigMM, Singapore

October 2018

ASYSST: A Framework for Synopsis Synthesis Empowering Visually Impaired

Shreya Goyal, Chiranjoy Chattopadhyay, Gaurav Bhatnagar

Workshop on Multimedia for Accessible Human Computer Interface, ACM Multimedia (MM 2018), Seoul, Korea

March 2018

Plan2Text: A Framework for Describing Building Floor Plan Images From First Person Perspective

Shreya Goyal, Chiranjoy Chattopadhyay, Gaurav Bhatnagar

IEEE Colloquium on Signal Processing and its Applications (CSPA 2018), Malaysia

March 2016

Image Thresholding based on Fuzzy Logics

Shreya Goyal, Gaurav Bhatnagar

International Conference on Recent Trends in Engineering and Material Sciences

Book Chapters

May 2021

A Computational Approach to Understand Building Floor Plan Images using Machine Learning Techniques

Shreya Goyal, Gaurav Bhatnagar, Chiranjoy Chattopadhyay

In: Internet of Multimedia Things (IoMT): Techniques and Applications

January 2021

Noise Resilient Thresholding based on Fuzzy Logic and Non-linear Filtering

Shreya Goyal, Gaurav Bhatnagar, Chiranjoy Chattopadhyay

Machine Learning for Intelligent Multimedia Analytics: Techniques and Applications, Book Series - Studies in Big Data, Springer

Patents

April 2023

2D and 3D Floor Plan Generation

Shreya Goyal, Naimul Khan, Chiranjoy Chattopadhyay, Gaurav Bhatnagar, Srinivas Krishna, Laura Thomas, Daniel Chantal Mills

United States Utility Patent Application No. 17/482,111

Other Publications & Preprints

2024

Multi-lingual Document Processor (MDP) - Open Source Framework

Shreya Goyal et al.

Open source document narration generation framework

View on GitHub →
2023

Key-phrase Boosted Unsupervised Summary Generation for FinTech Organization

Aadit Deshpande, Shreya Goyal, Prateek Nagwanshi, Avinash Tripathy

arXiv preprint

View on arXiv →
2019

Semantic Understanding of Floor Plan Images through Machine Learning Techniques

Shreya Goyal

Doctoral Consortium, ICDAR 2019

2017

Automatic Textual Description Synthesis from Building Floor Plan Images

Shreya Goyal, Chiranjoy Chattopadhyay, Gaurav Bhatnagar

IAPR Summer School on Document Analysis: Document Informatics, Jaipur, India