Nestled within the vibrant academic landscape of the Indian Institute of Science (IISc), VISTA lab aims to advance cutting-edge research in the area of information and decision systems, unsupervised learning, graph machine learning, computer vision, and to apply these methods to tackle complex challenges across diverse societal domains, including transportation, environment, finance, energy systems, social networks, and healthcare.
As technology rapidly evolves in areas like IoT, big data, communications, computing, crowd sensing, and social networking, it generates vast amounts of data that hold the potential for new insights. Our research focuses on understanding and analyzing this data, overcoming challenges related to scale, velocity, heterogeneity, and complexity, to extract clear and actionable insights.
Our team, consisting of seasoned experts and dynamic young scholars, is dedicated to advancing the frontiers of data science and artificial intelligence. Every project we embark on is fueled by a deep passion for knowledge and a commitment to crafting cutting-edge solutions. At the VISTA Lab, we are committed to nurturing a collaborative and inclusive research culture.
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CycloAI
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TrafficBrain
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Vehicle ReID
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Deep-Clustering
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AML Watchdog
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VehicleSec
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Indian ADAS
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CityWatch
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UPGRID
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

Wreck Analyzer
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

RoadDNA
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

Driver-Vehicle Interaction
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Driver DNA
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Spam Detection
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Big Data Cluster Analysis
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Traj-Pred
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ST Estimation
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Urban Sensing using IOT
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Online Clustering
- Dr. Punit Rathore
Lab Convener, Assistant Professor, RBCCPS & CiSTUP
(Recent 20)
- Fractional Gradient Descent with Matrix Stepsizes for Non-Convex Optimisation
A Mazumder, K Vyas, P Rathore
- Density-Adaptive Fuzzy Clustering with Isolation Kernel
P Tiwari, R Kachroo, P Rathore
- Monitoring of Speed Breaker Violations with RoadHAWK
RC Mahalik, P Misra, P Rathore
- Benchmarking Object Detection and Tracking for UAVs: An Algorithmic Comparison
PS Rathore, A Balana, R Bhaumik, V Pattanaik, P Rathore
- STEAM: Squeeze and Transform Enhanced Attention Module
R Sabharwal, PS Rathore, P Rathore
- A Visual-Analytical Approach for Automatic Detection of Cyclonic Events in Satellite Observations
A Agrawal, M Mohapatra, A Raja, P Tiwari, V Pattanaik, N Jaiswal, ...
- Unified Feature Engineering for Detection of Malicious Entities in Blockchain Networks
JS Tharani, Z Hóu, EYA Charles, P Rathore, M Palaniswami, ...
- Adding Explainability to Visual Clustering Tendency Assessment (VAT) Methods Through Feature Importance
BS Achary, R Kachroo, P Rathore
- Havat: Automatic cluster structure assessment in unlabeled data
KM Pagadala, P Rathore
- Learning Low-Rank Latent Spaces with Simple Deterministic Autoencoder: Theoretical and Empirical Insights
A Mazumder, T Baruah, B Kumar, R Sharma, V Pattanaik, P Rathore
- Feature Engineering for Anomaly Detection and Classification of Blockchain Transactions
S Jeyakumar, E Yugarajah, A Charles, P Rathore, M PALANISWAMI, ...
- Machine learning-based predictions of yield strength for neutron-irradiated ferritic/martensitic steels
NJ Sai, P Rathore, K Sridharan, A Chauhan
- A Theoretical and Empirical Study on the Convergence of Adam with an" Exact" Constant Step Size in Non-Convex Settings
A Mazumder, R Sabharwal, M Tayal, B Kumar, P Rathore
- Machine learning-based predictions of fatigue life for multi-principal element alloys
NJ Sai, P Rathore, A Chauhan
- DeepVAT: A Self-Supervised Technique for Cluster Assessment in Image Datasets
A Mazumder, T Baruah, AK Singh, PK Murthy, V Pattanaik, P Rathore
- Convergence of ADAM with Constant Step Size in Non-Convex Settings: A Simple Proof.
A Mazumder, B Kumar, M Tayal, P Rathore
- A Self-Supervised Approach for Cluster Assessment of High-Dimensional Data.
A Mazumder, PK Murthy, P Rathore
- Cyber attack detection in iot networks with small samples: Implementation and analysis
VA Kanthuru, S Rajasegarar, P Rathore, RRM Doss, L Pan, B Ray, ...
- A Data-Driven Framework for Driving Style Classification
S Milardo, P Rathore, P Santi, C Ratti
- Scalable Cluster Tendency Assessment for Streaming Activity Data Using Recurring Shapelets
S Dutta, C Karmakar, P Rathore, M Palaniswami
We always seek outstanding candidates from a variety of backgrounds besides our specific position openings.
Indices | All | Since 2019 |
---|---|---|
Citations | 650 | 581 |
h-index | 13 | 12 |
i10-index | 14 | 14 |
- [Aug 2024] Punit Rathore Received Arcot Ramachandran Young Investigator Award from Indian Institute of Science (IISc)
- [Oct 2023] Punit Rathore will be giving an Invited Talk on "Data-driven Driving Behaviour Analytics – Making the roads safer for all of us!" at "IEEE ITSS: Two-Wheeler Safety and Mobility Technologies" at Ahmedabad University on 4th November 2023
- [Oct 2023] Punit Rathore be giving an Invited Talk on "Unlocking the Value of Vehicular Data: A Simple, Unsupervised Approach for On-board Driver Behavior Classification" at "AIMLSys 2023: Sustainable AI for Edge workshop, Bangalore" on 28th October 2023
- [Sep 2023] Punit Rathore will be giving an Invited Talk on "Data-driven Driving Behaviour Analytics – Making the roads safer for all of us!" at Faculty of Industrial Design and Engineering, TU Delft, Netherlands on 10th October 2023
- [July 2023] Punit Rathore will be giving an invited talk on "Data-Driven Driving Behaviour Analytics" at Inter-Disciplinary Research Platform (IDRP) IoT Workshop" at IIT Jodhpur on 19th August 2023
- [Oct 2022] Punit Rathore will be giving an invited talk on "Transportation Revolution through AI: Advance Data Science Approaches to Mobility" for ("Tatsujin Speak") at Mizuho India Japan Study Centre (MIJSC), IIM Bangalore on 4th November 2022
- [Dec 2021] Our work on "An Unsupervised Approach for Driving Behaviour Analysis of Professional Truck Drivers" has been accepted in EAI International Conference on Intelligent Transportation System (INTSYS), 2021. [Also received the Best Paper Award]
VISTA Lab, IISc, 2024-25