Medical Image Analysis
Graph Machine Learning
Publications:
1. F. Cornell, J. Karlgren, Animesh and Š. Girdzijauskas, "Symbolic Hyperdimensional Vectors with Sparse Graph Convolutional Neural Networks," 2022 International Joint Conference on Neural Networks (IJCNN), Padua, Italy, 2022, pp. 01-08, doi: 10.1109/IJCNN55064.2022.9892300
2. Animesh and J. Ohri, "Trajectory Tracking in a 3-DOF Robotic Manipulator using Sliding Mode Controller," 2020 First IEEE International Conference on Measurement, Instrumentation, Control and Automation (ICMICA), Kurukshetra, India, 2020, pp. 1-6, doi: 10.1109/ICMICA48462.2020.9242653.
ML and Remote Sensing for Sustainability, Satellite-based Mapping using Deep Learning Techniques
Intelligent Cyber Physical Systems
Deep Neural Hashing for Medical lmage Retrieval
Activity Recognition using Machine Learning
Publications:
1. Detailed Human Activity Recognition using Wearable Sensor and Smartphones, Asmita Nandy, Jayita Saha, Chandreyee Chowdhury and Kundan P. D. Singh, 2019 International Conference on Opto-Electronics and Applied Optics (Optronix), Kolkata, India, 2019, pp. 1-6, doi: 10.1109/OPTRONIX.2019.8862427.
2. Novel features for intensive human activity recognition based on wearable and smartphone sensors,
Asmita Nandy, Jayita Saha, Chandreyee Chowdhury
Microsystem Technologies 26 (6), Microsyst Technol 26, 1889–1903 (2020). https://doi.org/10.1007/s00542-019-04738-z,
3. Ontology-based intelligent decision support systems: A systematic approach
Ramesh Saha, Sayani Sen, Jayita Saha, Asmita Nandy, Suparna Biswas, Chandreyee Chowdhury
Web Semantics, 177-193, 2021
RT Resource Allocation for Precedence-constrained Workloads in Distributed Environments
Causality and interpretable ML for Climate Sciences
Publications:-
Application-customized Resource Allocation in MECs
Music Cognition, Neuro information science, Emotion analytics, Deep Learning
Publications:
1. Exploration of face-perceptual ability by EEG induced deep learning algorithm
L Ghosh, D Dewan, A Chowdhury, A Konar
Biomedical Signal Processing and Control 66, 102368
2. Brain connectivity analysis in color perception problem using convergent cross mapping technique
A Chowdhury, D Dewan, L Ghosh, A Konar, AK Nagar
Soft Computing for Problem Solving 2019, 287-299
3. Cognitive Analysis of Mental States of People According to Ethical Decisions Using Deep Learning Approach
D Dewan, L Ghosh, B Chakraborty, A Chowdhury, A Konar, AK Nagar
2020 International Joint Conference on Neural Networks (IJCNN), 1-8
4. Brain-Connectivity Analysis to Differentiate Phasmophobic and Non-phasmophobic: An EEG Study
S Karmakar, D Dewan, L Ghosh, A Chowdhury, A Konar, AK Nagar
Annual Conference on Medical Image Understanding and Analysis, 108-122
Reinforcement Learning
Research Area : NLP, Assistive Technology
Projects:
"Automated Evaluation and Feedback Generation through Personalized Learning"
Explainable Artificial Intelligence
Natural Language Processing
Positive Unlabeled Learning (PU Learning)
Computer Vision, Robustness of Deep Neural Networks
Surgical Video Analytics and Surgical Informatics
Publications:
Raviteja Sista, Rachana Sathish, Riya Agarwal, Utpal De, Partha P Chakrabarti, and Debdoot Sheet. 2022.
I’m GROOT: a multi head multi GRaph netwOrk recognizing surgical actiOn Triplets. In Proceedings of 13th Indian Conference on Computer Vision, Graphics and Image Processing (ICVGIP’22).
Natural Language Processing
Machine Learning for Climate Modelling; Spatio-temporal Surrogate Models based on Deep Learning
Deep Learning for Climate Science
1. Mishra Sharma, S. C., Mitra, A. (2022) ResDeepD: A residual super-resolution
network for deep downscaling of daily precipitation over India. Environmental Data
Science, 1, E19. doi:10.1017/eds.2022.23
2. Mishra Sharma, S. C., Mitra, A.(2022) Super-Resolution based Deep Downscaling
of Precipitation - EGU General Assembly Conference Abstracts, 2022, EGU22-4584,
DOI:10.5194/egusphere-egu22-4584.
Smart Assembly Line Balancing in Flexible Manufacturing Systems - Optimization using Meta Heuristic techniques, Semi-supervised learning, Reinforcement learning
Knowledge Graphs for Oil and Gas
Neuro-symbolic aspects and adversarial robustness of Deep Neural Network.
Publications:
[1] "SymDNN: Simple & Effective Adversarial Robustness
for Embedded Systems",
Swarnava Dey, Pallab Dasgupta &
Partha P Chakrabarti, 2022 Conference on Computer Vision and Pattern
Recognition (CVPR 2022) -The 18th Embedded Vision Workshop
[2] DietCNN: Multiplication-Free Inference for
Quantized CNNs
Swarnava Dey; Pallab Dasgupta; Partha
Pratim Chakrabarti
Accepted for publication in IEEE
International Joint Conference on Neural Networks (IJCNN) 2023