An Edge-based Multimodal Human-Computer Interaction System for Touchless Control using Gesture and Voice Bagam Laxmaiah, K. Shilpa, Chidrawar Aishwarya, Elkari Sreeja, Chakali Saikumar, B. Bhavya Proceedings of the 2026 International Conference on AI Driven Smart Systems and Ubiquitous Computing Icauc 2026, 2026 Traditional human-computer interfaces primarily depend on physical input devices like keyboards and mice, which may cause accessibility, hygiene, and flexibility concerns in the contemporary computing atmosphere. Gesture-and voice-based interaction systems have emerged as solutions to some of these problems, but many of the existing approaches are still dependent on cloud, raise privacy issues, and are plagued by latency that reduces real-time usability. This paper describes FIDO which is an offline and multimedia human-computer interaction system that combines hand gesture recognition via vision with offline processing voice commands so as to provide touchless computer control. The system, based on edge AI capabilities, is entirely based on a local hardware and supports a mode-based assistant with the capability to carry out cursor operations, system commands, and informational mind searching, by integrating a local large language model. Contrary to traditional methods which focus on classification accuracy, the presented system is assessed with frame rate (FPS) as a leading performance metric, indicating real-time responsiveness and user experience. The experiments show consistent and graceful interaction over various frame rates from 10 to 60 FPS on non-high-end hardware, with minimal delay and reliable system performance. This method demonstrates the effectiveness of FPS-based assessment for real-time multimodal interaction systems and validates the capability of offline AI-powered interfaces to provide accessible and secure human-computer interaction.
AI Based Cyber security Solutions for Detecting and Preventing Threats in IoT Systems Bagam Laxmaiah, V Ramesh, Punyaban Patel, M Prashanthi, J.Deepika, R.BagavathiLakshmi Icrteect 2025 2nd International Conference on Recent Trends in Electrical Electronics and Computing Technologies, 2025 The exponential growth of Internet of Things (IoT) devices revolutionized different modern industries yet created major cybersecurity risk points. Standard security approaches prove inadequate in managing the constantly changing IoT environments. The combination of advanced analytics with machine learning and real-time monitoring in Artificial Intelligence delivers an effective answer to detect and prevent threats. The paper examines how AI-based cyber security approaches tackle the exclusive security challenges of IoT networks.Artificial Intelligence-based solutions use anomaly detection and behavioral analysis methods and predictive modeling techniques to identify suspicious activities together with unauthorized access and malicious traffic patterns. Continuous analysis of large datasets by machine learning algorithms enables detection of emerging threats alongside deep learning models that enhance the specific identification of complex attack methods. Tai assists in fully automated threat response capabilities which respond immediately to cyber threats without requiring human handlers. The research study revolves around examining intrusion detection systems (IDS) as well as AI-powered firewalls and network traffic analysis among the central components of IoT cyber security strategies. These security systems automatically discover established threats and track down new security risks through their adaptive learning abilities. The promising characteristics of IoT cyber security face additional research needs because of data privacy issues along with requirements for model explain ability and IoT resource limitations.
A Better Way of Allocation of Resources in the Field of CECCN Gaurav Kumar, Bagam Laxmaiah, Shivani Pant, Yogendra Kumar, Haider Alabdeli, Neelam Sanjeev Kumar 2024 4th International Conference on Advance Computing and Innovative Technologies in Engineering Icacite 2024, 2024
AI Trained Civic Grievance Prioritization System for Smart Urban Management B Laxmaiah, GV Shankar, B Narotham, VV Raj, AS Sai 2026 International Conference on Machine Learning and Autonomous Systems … , 2026 2026
An Edge-based Multimodal Human-Computer Interaction System for Touchless Control using Gesture and Voice B Laxmaiah, K Shilpa, C Aishwarya, E Sreeja, C Saikumar, B Bhavya 2026 International Conference on AI-Driven Smart Systems and Ubiquitous … , 2026 2026
Hybrid Deep Ensemble Model for Detecting Highquality Face Morphing Attacks V Pushpavathi, B Nuthanakanti, B Laxmaiah, DS Rani, ASV Suji 2025 International Conference on Data, Energy and Communication Networks … , 2025 2025
AI Based Cyber security Solutions for Detecting and Preventing Threats in IoT Systems B Laxmaiah, V Ramesh, P Patel, M Prashanthi, J Deepika, ... 2025 2nd International Conference on Recent Trends in Electrical … , 2025 2025
Assessment of convolutional neural network-based classification on face recognition images Y Sailajd, PS Reddy, B Laxmaiah, BS Kumar Emerging Technologies In Sustainable Innovation, Management and Development … , 2025 2025
Evaluation of Secured Architecture Development and Implementation for Internet of Things-Based Smart Health Care Systems MN Sailaja, B Laxmaiah, C Saritha, B Mahender, P Ramya International Conference on Frontiers of Intelligent Computing: Theory and … , 2025 2025
Employing Big Data Analysis, an Unconventional Approach for Highly Computational Linear and Polynomial Regression Statistics in the Medical Industry VK Koppula, LCS Reddy, T Bhaskar, B Laxmaiah, SN Bhukya, ... Cybernetics, Human Cognition, and Machine Learning in Communicative … , 2025 2025
A Suitable Wireless Channel Status Determination by Using Deep Learning for 6G Communications B Laxmaiah, M Arya, A Mukherjee, B Kondalu International Conference on Computer & Communication Technologies, 721-732 , 2024 2024
Analysis of Captchas for Human Interpretation Using Image Recognition and Annotation-Based Decision-Making MV Prasad, B Laxmaiah, S Rasheeduddin, P Sruthi International Conference on Data Engineering and Communication Technology … , 2024 2024
A Novel Technique for Exploration of Cancer Cell Identification Using Hybrid Machine Learning Techniques R Reeja Igneshia Malar, S Jabeen, V Srisuma, B Laxmaiah, T Upender, ... International Conference on Frontiers of Intelligent Computing: Theory and … , 2024 2024
Discrete Wavelet Transform (DWT)-Based Digital Image Steganography Employing Non-dominated Sorting Genetic Algorithm (NSGA) B Gayathri, P Senthil, MAA Baig, B Laxmaiah, CM Rao, BK Kumar International Conference on Smart Computing and Informatics, 439-451 , 2024 2024
An Image Processing-Based Tomato Leaf Disease Prediction Using Deep CNN K Vanisri, KS Raju, B Laxmaiah International Conference on Artificial Intelligence and Speech Technology … , 2023 2023 Citations: 2
Analysis on Evaluating the Efficacy of Machine Learning Algorithms in Predicting Cardiac Disease G Vinoda Reddy, B Laxmaiah, V Venkataiah, C Raja Kishore Babu, ... International Conference on Innovations in Bio-Inspired Computing and … , 2023 2023
An Analytical Investigation on Images and Application of Different Methodologies Presenting Significant Challenges in Attaining Reliable Categorization B Laxmaiah, SN Bhukya, V Narasimha, KV Rao, G Mrunalini, ... International Conference on Soft Computing and Pattern Recognition, 371-378 , 2023 2023
Web Application-Based Cloud Computing Analysis in Digital Marketing: A Study for Management Students SK Dilshad, B Laxmaiah, CN Ravi, M Soujanya, S Kirubakaran, ... International Conference on Soft Computing and Pattern Recognition, 388-397 , 2023 2023
Exploring the Concepts of Heterogeneity and Resource Usage Efficiency in the Context of Network Traffic Assessment Using Machine Learning Methods MK Swamy, N Venkatesh, R Suhasini, RV Reddy, B Laxmaiah, MV Sonth International Conference on Soft Computing and Pattern Recognition, 457-465 , 2023 2023 Citations: 1
System for Automatic Toll Collection Using Image Processing and Raspberry PI MS Vineetha, B Laxmaiah, MN Naik, D Sudha, KS Raju, VN Kumar International Conference on Soft Computing and Pattern Recognition, 352-361 , 2023 2023 Citations: 1
A Decision Tree Model for Cognitive and Functional Impairment Assessment for Alzheimer’s Disease B Laxmaiah, V Sandhya, CM Rao, BK Kumar, MS Kumar, K Anusha International Conference on Soft Computing and Pattern Recognition, 462-469 , 2023 2023 Citations: 2
Anticipating Accurate DNA Classification for the Purpose of Diagnosing the Presence of the E. Coli Virus by Utilizing MLP Classifiers SR Chintalapudi, B Ramji, B Laxmaiah, RV Reddy, B Siviah, ... International Conference on Computational Intelligence in Machine Learning … , 2023 2023
Classification of potholes and plain roads for self-driving cars B Laxmaiah, C Chitteti, SP Sanaboina, V Srinu, KR Madhavi, ... 2023 IEEE 5th International Conference on Cybernetics, Cognition and Machine … , 2023 2023 Citations: 5
MOST CITED SCHOLAR PUBLICATIONS
Restoration and deblurring the images by using blind convolution method J Narasimharao, B Laxmaiah, R Arumalla, R Unnisa, T Fatima, SS Nazare Proceedings of Fourth International Conference on Computer and Communication … , 2023 2023 Citations: 20
An improved blind deconvolution for restoration of blurred images using ringing removal processing UMF Dimlo, J Narasimharao, B Laxmaiah, E Srinath, DS Rani, ... Proceedings of Fourth International Conference on Computer and Communication … , 2023 2023 Citations: 15
Intelligent and adaptive learning management system technology (LMST) using data mining and artificial intelligence B Laxmaiah, B Ramji, AU Kiran ICCCE 2021: Proceedings of the 4th International Conference on … , 2022 2022 Citations: 11
Classification of potholes and plain roads for self-driving cars B Laxmaiah, C Chitteti, SP Sanaboina, V Srinu, KR Madhavi, ... 2023 IEEE 5th International Conference on Cybernetics, Cognition and Machine … , 2023 2023 Citations: 5
An Image Processing-Based Tomato Leaf Disease Prediction Using Deep CNN K Vanisri, KS Raju, B Laxmaiah International Conference on Artificial Intelligence and Speech Technology … , 2023 2023 Citations: 2
A Decision Tree Model for Cognitive and Functional Impairment Assessment for Alzheimer’s Disease B Laxmaiah, V Sandhya, CM Rao, BK Kumar, MS Kumar, K Anusha International Conference on Soft Computing and Pattern Recognition, 462-469 , 2023 2023 Citations: 2
Exploring the Concepts of Heterogeneity and Resource Usage Efficiency in the Context of Network Traffic Assessment Using Machine Learning Methods MK Swamy, N Venkatesh, R Suhasini, RV Reddy, B Laxmaiah, MV Sonth International Conference on Soft Computing and Pattern Recognition, 457-465 , 2023 2023 Citations: 1
System for Automatic Toll Collection Using Image Processing and Raspberry PI MS Vineetha, B Laxmaiah, MN Naik, D Sudha, KS Raju, VN Kumar International Conference on Soft Computing and Pattern Recognition, 352-361 , 2023 2023 Citations: 1
AI Trained Civic Grievance Prioritization System for Smart Urban Management B Laxmaiah, GV Shankar, B Narotham, VV Raj, AS Sai 2026 International Conference on Machine Learning and Autonomous Systems … , 2026 2026
An Edge-based Multimodal Human-Computer Interaction System for Touchless Control using Gesture and Voice B Laxmaiah, K Shilpa, C Aishwarya, E Sreeja, C Saikumar, B Bhavya 2026 International Conference on AI-Driven Smart Systems and Ubiquitous … , 2026 2026
Hybrid Deep Ensemble Model for Detecting Highquality Face Morphing Attacks V Pushpavathi, B Nuthanakanti, B Laxmaiah, DS Rani, ASV Suji 2025 International Conference on Data, Energy and Communication Networks … , 2025 2025
AI Based Cyber security Solutions for Detecting and Preventing Threats in IoT Systems B Laxmaiah, V Ramesh, P Patel, M Prashanthi, J Deepika, ... 2025 2nd International Conference on Recent Trends in Electrical … , 2025 2025
Assessment of convolutional neural network-based classification on face recognition images Y Sailajd, PS Reddy, B Laxmaiah, BS Kumar Emerging Technologies In Sustainable Innovation, Management and Development … , 2025 2025
Evaluation of Secured Architecture Development and Implementation for Internet of Things-Based Smart Health Care Systems MN Sailaja, B Laxmaiah, C Saritha, B Mahender, P Ramya International Conference on Frontiers of Intelligent Computing: Theory and … , 2025 2025
Employing Big Data Analysis, an Unconventional Approach for Highly Computational Linear and Polynomial Regression Statistics in the Medical Industry VK Koppula, LCS Reddy, T Bhaskar, B Laxmaiah, SN Bhukya, ... Cybernetics, Human Cognition, and Machine Learning in Communicative … , 2025 2025
A Suitable Wireless Channel Status Determination by Using Deep Learning for 6G Communications B Laxmaiah, M Arya, A Mukherjee, B Kondalu International Conference on Computer & Communication Technologies, 721-732 , 2024 2024
Analysis of Captchas for Human Interpretation Using Image Recognition and Annotation-Based Decision-Making MV Prasad, B Laxmaiah, S Rasheeduddin, P Sruthi International Conference on Data Engineering and Communication Technology … , 2024 2024
A Novel Technique for Exploration of Cancer Cell Identification Using Hybrid Machine Learning Techniques R Reeja Igneshia Malar, S Jabeen, V Srisuma, B Laxmaiah, T Upender, ... International Conference on Frontiers of Intelligent Computing: Theory and … , 2024 2024
Discrete Wavelet Transform (DWT)-Based Digital Image Steganography Employing Non-dominated Sorting Genetic Algorithm (NSGA) B Gayathri, P Senthil, MAA Baig, B Laxmaiah, CM Rao, BK Kumar International Conference on Smart Computing and Informatics, 439-451 , 2024 2024
Analysis on Evaluating the Efficacy of Machine Learning Algorithms in Predicting Cardiac Disease G Vinoda Reddy, B Laxmaiah, V Venkataiah, C Raja Kishore Babu, ... International Conference on Innovations in Bio-Inspired Computing and … , 2023 2023
