48. Deep Learning and Artificial Intelligence Summer/Winter School 2023 (DLAI7), Invited talk at Deep Learning and Artificial Intelligence Summer/Winter School 2023 (DLAI7), Organized by Indian Statistical Institute, Kolkata and KMUTT, Thailand.
47. Applications of Deep Learning for Underwater Surveillance, Invited talk at FDP on Artificial Intelligence and its Role in Future Communications, Signal Processing and Computing Applications, Jointly Organized by EICT Academy NIT Warangal- Telangana and University of Kashmir, Srinagar, India
46. Fusion of Sensors for Surveillance, Invited talk at ATAL FDP on Design and Applications of Actuators Sensors & Instrumentation, Indian Institute of Technology Jammu, India
45. Optical and Thermal Sensors for Imaging, Invited talk at ATAL FDP on Design and Applications of Actuators Sensors \& Instrumentation, Indian Institute of Technology Jammu, India
44. Detecting falls using Deep learning architectures, Invited talk at High-End Workshop on : Deep Learning Based Biomedical Systems: Design Challenges and Future Directions, under KARYASHALA scheme, Indian Institute of Technology Patna, India
43. Deep Learning and It’s Application for Thermal Video Surveillance, Invited talk at National Workshop on "Computer Vision and Image Processing" organised by PSG-NI VI centre, PSG College of Technology, India
42. Tumor and Abnormality Segmentation in MRI Images, Invited talk at Artificial Intelligence (AI) –Powered Smart Healthcare Systems, Indian Institute of Technology Patna, India
41. Convolutional Neural Networks and its Applications, Invited talk at PES University, India
40. Learning Deep with CNN and Scope for Problem Solving, ”Webinar” by Amrita Vishwa Vidyapeetham, India.
39. Curse of Dimensionality and the CNN model for Computer Vision, "Two day National Webinar on Advanced Machine Learning and Signal Processing, AMLSP 2022", by University of Calicut, India.
38. Deep Learning the Future Engineering: Handcrafted Features to CNN, "Faculty Developement Program on Research Challenges, Issues and Trends in Soft Computing and Machine Learning", by MLR Institute of Technology, Hyderabad in association with E&ICT Academy, NIT Warangal India.
37. Deep Learning the Future Engineering: Handcrafted Features to CNN, "Faculty Developement Program on Research Challenges, Issues and Trends in Soft Computing and Machine Learning", by CVR College of Engg. and NIT Warangal (sponsored by MeitY), India.
36. Machine Learning by Hand-crafted Features and Future Engineering, "Faculty Developement Program on Deep Learning for Image Analysis", at Thiagarajar College of Engineering, Thiruparankundram, Madurai, Tamil Nadu, India.
35. Multi-Frames Statistics for Visual Surveillance, Plenary talk at National virtual conference on “Advanced Electronics, Informatics and Vision”, Pollachi, Tamilnadu.
34. Deep Learning for Computer Vision, invited talk at Thiagarajar College of Engineering, Thiruparankundram, Madurai, Tamil Nadu, India.
33. Machine Learning and It's Applications, "TEQIP sponsored Faculty Development Programme on 'Machine Learning and its applications'", Sharad Institute of Technology College of Engineering Yadrav.
32. Underwater Video Surveillance, “Third International Workshop on Multimedia Applications”, LNMIT, Jaipur
31. Deep Underwater Navigation, “AICTE Funded Online Short Term Training Programme (STTP-III) On “Digital Skill Developement for Professionals”, Bhivarabai Sawant Institute of Technology & Research (BSIOTR) Wagholi, Pune
30. Deep Learning for Machine Vision, “TEQIP-III, BPUT Odisha (ATU) Sponsored One-week Online Short Term Training Program On Artificial Intelligence and its Real World Applications (AIRA-2021)”, KMBB College of Engineering and Technology, Bhubaneswar
29. Deep Learning for Machine Vision, “AICTE Funded Online Short Term Training Programme (STTP-II) On “Digital Skill Developement for Professionals”, Bhivarabai Sawant Institute of Technology & Research (BSIOTR) Wagholi, Pune
28. Convolutional Neural Network for Computer Vision Applications, “AICTE-ATAL Sponsored Faculty Development Programme on Artificial Intelligence, Machine Learning and Deep Learning”, Karpagam College of Engineering , Coimbatore
27. Machine Learning Techniques for Remotely sensed Image Analysis, Implementation of Artificial Intelligence for Solving Digital Signal and Image Processing Problems”, VJIT Hyderabad
26. Application of CNN for computer Vision, TEQIP-III Sponsored workshop on Applications of Deep Learning Techniques for Communication and Signal Processing, NIT, Meghalaya
25. Artificial Intelligence and Digital Transformation, FDP on Transforming Education With industry 4.0, Jaypee University of Information Technology, Shimla.
24. Deep Learning for Image Classification, Invited talk at GIET University, Odisha
23. Deep Learning VisNet: Convolutional Neural Network for Visual Data Analysis, E&ICT, MHRD, Govt. of India sponsored FDP on “Applications of Deep Learning and Machine Learning using Python", Shri Mata Vaishno Devi University (SMVDU), Katra, J&K.
22. Machine Recognition and Analysis of Visual Data, One Week STTP on Explainable AI and ML for Multimedia Data, IIT Jammu
21. Visual Surveillance, One Week STTP on Explainable AI and ML for Multimedia Data, IIT Jammu
20. Complex Underwater Visual Surveillance, 5th International Conference on Image Information Processing 2019, Jaypee University of Information Technology, Waknaghat, Himachal Pradesh
19. Magnetic Resonance Image Segmentation for Tumor and Abnormality Detection, One Week STTP on "Biomedical Signal and Image Processing: Contemporary Methods and Applications", National Institute of Technology, Srinagar
18. Machine Learning Techniques to Analyze Visual Data, Government College of Engineering and Technology, Jammu
17. Video Object Detection (link), One day seminar on Image and Video Analytics: A Primer on New Age Skills, Ramakrishna Mission Vivekananda Educational and Research Institute, Kolkata
16. Designing of an Underwater Surveillance System for Complex environment Conditions, Machine Intelligence Unit Foundation Day, Indian Statistical Institute, Kolkata
15. Multi-frames Statistics for Visual Surveillance, C. V. Raman College of Engineering, Bhubaneswar
14. Visual Surveillance by Learning, Faculty Development programe on Machine Larning (Key-note speaker), Shri Mata Vaishno Devi University(SMVDU), Katra, J&K.
13. Introduction to Vision, Model Institute of Engineering and Technology, Jammu, J&K.
12. Pattern Classification to Analyze Image Data, IBM Bluemix and Water Fall for Data Mining, National Institute of Technology Goa, India.
11. Visual Surveillance, TEQIP Sponsored Two days FDP on Advancements of Image & video processing, Sree Vidyanikethan Engineering College, Tirupati, India.
10. Vision: A New Perspective, TEQIP Sponsored Two days FDP on Advancements of Image & video processing, Sree Vidyanikethan Engineering College, Tirupati, India,
9. Change Detection from Muti-temporal Images, TEQIP-II Sponsored one week FDP on Recent Trends in Signal & Image Processing, PSG College of Technology, Coimbatore, India
8. Mullti-spectral Multi-temporal Remotely Sensed Image Analysis, DST Sponsored one week STTP on Video and Image Analysis: Fundamentals and Advances , NIT Goa, India
7. Moving Object Detection and Tracking from Video Scenes, DST Sponsored one week STTP on Video and Image Analysis: Fundamentals and Advances , NIT Goa, India
6. Why Image and Video Processing, DST Sponsored one week STTP on Video and Image Analysis: Fundamentals and Advances, NIT Goa, India.
5. On Detection of Moving Objects from Video Scenes, International Winter School on Video Based Scene Understanding, IIT, Kharagpur, India,
4. Medical Image Processing: Segmentation, ISTE workshop on Electronic Advancements & Image Processing in Medical Applications, Agnel Institute of Technology and Design, Assagao, Goa, India,
3. Novel Background Subtraction Techniques: Recent Development and Its Advancement, Siksha "O" Anusandhan University, Bhubaneswar, India,
2. Introduction to Pattern Classification, Advanced Faculty Training Program, C-DAC, Kolkata, India,
1. MRF Model for Detection of Moving Objects from Video Sequences, Remote Sensing lab, University of Trento, Italy.