Data Engineering: Department of computer science has well established group working in Machine learning algorithms, 3D reconstructions and video processing for image and vision applications. Research in the area of frequent pattern mining and cloud is being carried out.
Some of the focused research topics are data analysis (modelling, predictive analysis, pattern recognition) to extract knowledge and insights for applications in the areas of innovative education Assessment (CEER), IDH (Indian Digital Heritage), Smart campus (Security and surveillance) and smart city.
Network Engineering: The research group is currently focused towards optimization algorithms for routing, rate adaptation, energy optimization for multi hop access networks like sensor and mesh.
The group is also working in the in the areas of like virtualization, cloud computing, software defined networks and Internet of Things.
System Engineering: The research group focuses on the following broad areas:
- Parallel Programming model, GPU Computing and Deep learning
- Scientific Computing on parallel computing systems.
- Quantum Computing
|Sl. No.||Research Area||Research Field||Research Topic||Faculty|
|01||DATA SCIENCE AND ENGINEERING||1. Data Processing||Multimodal Fusion and Indexing for English Language Lecture Videos||Meena S. M. P. S. Hiremath Gopal Joshi S.G.Totad V.P.Baligar Sujata C G.S.Hanchinamani Lalita Madanabhavi Karibasappa K G S G Kanakareddi S. D. Desai Shankar G S V Seeri Shantala Giraddi P.D.Desai Vijay Bajantri Manjula Pawar Praveenraj Deepak kumar M. Praveen M Dhulavvagol Uday Kulkarni Parikshit P Hegde P.D.Kalwad Preeti T|
|2. Data Analytics||Filtering and noise removal algorithms for crowd sourced images (heritage images)|
|Develop new metal artifact reduction method by addressing the effects of truncated projections, aiding better diagnostic inference|
|Augmentation of Data Mining algorithms for Distributed Computing|
|Analysis and Prediction of Psychological Health disorder/Issues using Emotional Profiling|
|Image Compression, Data compression & Video compression|
|Detection & Analysis of prominent objects in natural images.|
|02||NETWORKING||1. Wireless mesh networks||Cross-layer design for joint routing, scheduling and rate adaptation in multi-radio infrastructure wireless mesh networks.||Meena S. M
P. R. Patil
Jayalaxmi G N
A. K. Chikaraddi
P.G. Sunitha Hiremath.|
|2. Wireless,sensor networks and Internet of Things||Quality enhancement of aggregation in wireless sensor networks.|
|3. Hybrid,wireless networks,||IoT for precision agriculture.|
|4. Cloud, computing and virtualization||Traffic-aware co-operative transmission for energy efficiency in hybrid wireless networks|
|5. Software, defined networking||SLA-aware resource management in cloud data center networks.|
|Anomaly detection in software defined networks using machine learning algorithms.|
|03||SYSTEM ENGINEERING||High Performance Computing, Parallel Computing, GPU/CUDA programming||1. Change detection for deforestation and water reserves||Satyadhyan Chickerur
|Parallel framework for application development on massively parallel systems|