Object Detection and Game-Based Learning

  • V. Vivekanandhan Associate Professor, Department of CSE, Adhiyamaan College of Engineering, (Autonomous), Hosur, Tamil Nadu, India
  • Dhruv Singh Department of CSE, Adhiyamaan College of Engineering, (Autonomous), Hosur, Tamil Nadu, India
  • Rahul Kumar Department of CSE, Adhiyamaan College of Engineering, (Autonomous), Hosur, Tamil Nadu, India
  • V. Satheesh Department of CSE, Adhiyamaan College of Engineering, (Autonomous), Hosur, Tamil Nadu, India
Keywords: Object Detection, Game-Based Learning, Software and Hardware, Image Processing System

Abstract

Object detection and learning, one of the most vital and stimulating problems in computer vision due to object detection’s close affiliation with video analysis and image understanding, seeks to locate object instances from many predefined categories in natural images. It has entranced a lot of exploration center as of late. The profound learning method has arisen as a strong procedure for straightforwardly gaining highlight portrayals from information and has prompted vital leap forwards in nonexclusive item location. Object recognition is broadly utilized in face identification, passerby counting, web picture, and security framework. Object location and YOLO calculations in view of profound learning require a ton of numerical and profound learning system understanding by utilizing various conditions like OpenCV, Numpy and so on, which incorporate the exactness of every strategy for recognizing objects. Their show effectively deteriorates by building complex outfits that consolidate numerous low-level picture highlights with undeniable level setting from object identification and scene classifier. In the technique articulation, the paper centers around the system plan and the model's functioning rule and examinations the exhibition continuously and discovery precision.

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114. Tawfiq A. Al- asadi and Ahmed J. Obaid, 2016. Object Detection and Recognition by Using Enhanced Speeded Up Robust Feature, International Journal of Computer Science and Network Security (IJCSNS), Vol. 16, No. 4: 66-71.
115. Tawfiq A. Al- asadi and Ahmed J. Obaid, 2016. An efficient web usage mining algorithm based on log file data, Journal of Theoretical and Applied Information Technology, Vol. 16, Vol. 92, No. 2: 215-224.
116. Tawfiq A. Al-asadi, Ahmed J. Obaid, Rahmat Hidayat, Ts. Azizul Azhar Ramli, 2017. A Survey on Web Mining Techniques and Applications, International Journal on Advanced Science Engineering and Information Technology, Vol. 7, No. 4: 1178-1184.
117. Tawfiq A. Al-Asadi, Ahmed J. Obaid, Ahmed A. Alkhayat, 2017. Proposed Method for Web Pages Clustering Using Latent Semantic Analysis, Journal of Engineering and Applied Science, Vol. 12, No. 8: 8270-8277.
118. Nora Omran Alkaam, Ahmed J. Obaid, Mohammed Q. Mohammed, 2018. A Hybrid Technique for Object Detection and Recognition Using Local Features Algorithms, Journal of Advanced Research in Dynamical and Control Systems, Vol. 10, No. 2: 2330-2344.
119. K. Balachander, S. Ramesh, Ahmed J. Obaid, 2018. Simulation Of 1KW Multi-Level Switch Mode Power Amplifier, International Journal of Innovations in Scientific and Engineering Research (IJISER), Vol. 5, No. 9: 85-92.
120. Saba Alyasiri, Ahmed J. Obaid, 2018. A New Approach for Object Detection, Recognition and Retrieving in Painting Images, Journal of Advanced Research in Dynamical and Control Systems, Vol. 10, No. 2: 2345-2359.
121. Ahmed J. Obaid, 2020. An Efficient Systematized Approach for The Detection of Cancer in Kidney, International Journal of Scientific and Engineering Research, Vol. 7, No. 1: 1-7.
122. Obaid A. J. and Sharma S. 2020 Recent Trends and Development of Heuristic Artificial Intelligence Approach in Mechanical System and Engineering Product Design Saudi Journal of Engineering and Technology 5 86-93
123. M. Kalyan Chakravarthi ,Rohit Kumar Oli, and Pramod R. Watekar,,“Design of a Furnace for Soft Glass Fiber Drawing”, National Conference on emerging trends in communications &Signal Processing echniques,SANKETA-2012, Journal of innovation in electronics and communication,ISSN:2249-9946,Volume 2,Issue 2,pp:178-179.
124. Ibrahim, K., Obaid, A. (2021). Fraud usage detection in internet users based on log data. International Journal of Nonlinear Analysis and Applications, 12(2), 2179-2188.
125. Sharma, G., Kumar, J., Sharma, S., Singh, G., Singh, J., Sharma, A., . . . Obaid, A. J. (2021). Performance of diesel engine having waste heat recovery system fixed on stainless steel made exhaust gas pipe. Materials Today: Proceedings.
126. Abdulreda, A., Obaid, A. (2022). A landscape view of deepfake techniques and detection methods. International Journal of Nonlinear Analysis and Applications, 13(1), 745-755.
127. Abdulbaqi, A., Younis, M., Younus, Y., Obaid, A. (2022). A hybrid technique for EEG signals evaluation and classification as a step towards to neurological and cerebral disorders diagnosis. International Journal of Nonlinear Analysis and Applications, 13(1), 773-781.
128. Pandey, D., Wairya, S., Al Mahdawi, R., Najim, S., Khalaf, H., Al Barzinji, S., Obaid, A. (2021). Secret data transmission using advanced steganography and image compression. International Journal of Nonlinear Analysis and Applications, 12(Special Issue), 1243-1257. doi: 10.22075/ijnaa.2021.5635
129. Adhikari, S., Hutaihit, M., Chakraborty, M., Mahmood, S., Durakovic, B., Pal, S., Akila, D., Obaid, A. (2021). Analysis of average waiting time and server utilization factor using queueing theory in cloud computing environment. International Journal of Nonlinear Analysis and Applications, 12(Special Issue), 1259-1267. doi: 10.22075/ijnaa.2021.5636
130. Azmi Shawkat Abdulbaqi, Ahmed J. Obaid & Maysaa Hameed Abdulameer (2021) Smartphone-based ECG signals encryption for transmission and analyzing via IoMTs, Journal of Discrete Mathematical Sciences and Cryptography, DOI: 10.1080/09720529.2021.1958996
131. Obaid, A. J., Ibrahim, K. K., Abdulbaqi, A. S., & Nejrs, S. M. (2021). An adaptive approach for internet phishing detection based on log data. Periodicals of Engineering and Natural Sciences, 622-631.
132. S. Kamal, D. Rahman and D. Singh, "Covid-19 Related Factors Associated with Antenatal Care in Rural Bangladesh: A qualitative study", Asia Pacific Journal of Health Management, vol. 17, no. 1, 2022.
133. S. Joghee, A. Dubey and S. Singh, "Investigation of green marketing practices of UAE hypermarkets", International Journal of Enterprise Network Management, vol. 12, no. 4, p. 367, 2021.
134. S. Singh, S. Mondal, L. Singh, K. Sahoo and S. Das, "An Empirical Evidence Study of Consumer Perception and Socioeconomic Profiles for Digital Stores in Vietnam", Sustainability, vol. 12, no. 5, p. 1716, 2020.
135. Desfiandi, S. Suman Rajest, P. S. Venkateswaran, M. Palani Kumar and S. Singh, "Company Credibility: A Tool To Trigger Positive Csr Image In The Cause-Brand Alliance Context In Indonesia", Humanities & Social Sciences Reviews, vol. 7, no. 6, pp. 320-331, 2019.
136. Singh, V. Shukla and S. Singh, "An Empirical Study of Shift from SMS to Chat-App among University Student", International Journal of Recent Technology and Engineering, vol. 7, no. 64, pp. 1-6, 2019.
137. S. Singh and S. Das, "Impact of post-merger and acquisition activities on the financial performance of banks: a study of Indian private sector and public sector banks", Revista Espacios, vol. 39, no. 25, pp. 25-40, 2018.
138. A. Raja and S. Singh, "Event Study on Appointment and Removal of Chairman: Case of Tata Group", Amity Business Review, vol. 19, no. 1, pp. 1-9, 2018.
139. S. Singh and S. Kukunuru, "Corporate Social Responsibility and Impact on Profitability of Banks in the United Arab Emirates", Middle East Journal of Business, vol. 12, no. 1, pp. 12-22, 2017.
140. S. Singh and S. Agarwal, "Analyzing the Medical and Non-Medical Aspects of Medical Consultation in the City of Visakhapatnam", World Family Medicine Journal/Middle East Journal of Family Medicine, vol. 13, no. 3, pp. 12-19, 2015.
141. S. Agarwal and S. Singh, "Customer Progression and Perception about Premium Men's Apparel Brands : A Case of Indian Male Professionals", Middle East Journal of Business, vol. 10, no. 1, pp. 50-56, 2015.
142. Shahzad, F., Abid, F., Obaid, A., Kumar Rai, B., Ashraf, M., Abdulbaqi, A. (2021). Forward stepwise logistic regression approach for determinants of hepatitis B & C among Hiv/Aids patients. International Journal of Nonlinear Analysis and Applications, 12(Special Issue), 1367-1396. doi: 10.22075/ijnaa.2022.5717.
143. Agarwal, P., Idrees, S. M., & Obaid, A. J. (2021). Blockchain and IoT Technology in Transformation of Education Sector. International Journal of Online and Biomedical Engineering (iJOE), 17(12), pp. 4–18. https://doi.org/10.3991/ijoe.v17i12.25015
144. Akbar, A., Agarwal, P., Obaid, A. (2022). Recommendation engines-neural embedding to graph-based: Techniques and evaluations. International Journal of Nonlinear Analysis and Applications, 13(1), 2411-2423.
145. Shahab S., Agarwal P., Mufti T., Obaid A.J. (2022) SIoT (Social Internet of Things): A Review. In: Fong S., Dey N., Joshi A. (eds) ICT Analysis and Applications. Lecture Notes in Networks and Systems, vol 314. Springer, Singapore. https://doi.org/10.1007/978-981-16-5655-2_28
146. Rupapara, V., Rustam, F., Shahzad, H. F., Mehmood, A., Ashraf, I., & Choi, G. S. (2021). Impact of SMOTE on Imbalanced Text Features for Toxic Comments Classification using RVVC Model. IEEE Access, 1–1. https://doi.org/10.1109/access.2021.3083638
147. Rupapara, V., Narra, M., Gunda, N. K., Gandhi, S., & Thipparthy, K. R. (2021). Maintaining social distancing in pandemic using smartphones with acoustic waves. IEEE Transactions on Computational Social Systems, 1–7. https://doi.org/10.1109/tcss.2021.3092942
148. Yuvaraja Teekaraman, Hariprasath Manoharan, "Implementation of Cognitive Radio Model for Agricultural Applications using Hybrid Algorithms". Wireless Personal Communications, Accepted. 2021.
149. Rahul Gopi, Soundarya S, Kavitha P, Yuvaraja Teekaraman, Ramya Kuppusamy, Shabana Urooj “Enhanced Model Reference Adaptive Control Scheme for Tracking Control of Magnetic Levitation System” Energies 2021, 14(05), 1455 (1-13).
150. Shabana Urooj, Fadwa Alrowais, Yuvaraja Teekaraman, Hariprasath Manoharan, Ramya Kuppusamy, “IoT Based Electric Vehicle Application Using Boosting Algorithm for Smart Cities” Energies 2021, 14(04), 1072 (1-15).
151. Shabana Urooj, Fadwa Alrowais, Ramya Kuppusamy, Yuvaraja Teekaraman, Hariprasath Manoharan, “New Gen Controlling Variable using Dragonfly Algorithm in PV Panel” Energies 2021, 14(04), 790 (1-14).
152. Hariprasath Manoharan, Yuvaraja Teekaraman, Pravin R Kshirsagar, Shanmugam Sundaramurthy, Abirami Manoharan, Examining the effect of Aquaculture using Sensor based Technology with Machine Learning Algorithm. Aquaculture Research, 13(15), pp.1-16. 2020.
153. Hariprasath Manoharan, Yuvaraja Teekaraman, Irina Kirpichnikova, Ramya Kuppusamy, Srete Nikolovski, Hamid Reza Baghaee., Smart Grid Monitoring by Wireless Sensors Using Binary Logistic Regression. Energies, 13(15), pp.1-16. 2020.
154. A.K. Gupta, Y. K. Chauhan, and T Maity, “Experimental investigations and comparison of various MPPT techniques for photovoltaic system,” Sādhanā, Vol. 43, no. 8, pp.1-15, 2018.
155. A.K. Gupta, “Sun Irradiance Trappers for Solar PV Module to Operate on Maximum Power: An Experimental Study,” Turkish Journal of Computer and Mathematics Education (TURCOMAT), Vol. 12, no.5, pp.1112-1121, 2021.
156. A.K. Gupta, Y.K Chauhan, and T Maity and R Nanda, “Study of Solar PV Panel Under Partial Vacuum Conditions: A Step Towards Performance Improvement,” IETE Journal of Research, pp.1-8, 2020.
157. A.K. Gupta, Y.K Chauhan, and T Maity, “A new gamma scaling maximum power point tracking method for solar photovoltaic panel Feeding energy storage system,” IETE Journal of Research, vol.67, no.1, pp.1-21, 2018.
158. A. K. Gupta et al., "Effect of Various Incremental Conductance MPPT Methods on the Charging of Battery Load Feed by Solar Panel," in IEEE Access, vol. 9, pp. 90977-90988, 2021.
159. Yuvaraja Teekaraman, Hariprasath Manoharan., Adam Raja Basha, Abirami Manoharan., Hybrid Optimization Algorithms for Resource Allocation in Heterogeneous Cognitive Radio Networks. Neural Processing Letters. http://link.springer.com/article/10.1007/s11063-020- 10255-2. 2020.
160. Yuvaraja.T, KA Ramesh Kumar, “Enhanced Frequency Shift Carrier Modulation for H Bridge Multilevel Converter to Conquer the Impact of Instability in Deputize Condenser Voltage” International Journal Of Electrical Engineering Education, Volume 57 Issue 2, April 2020.
161. Yuvaraja Teekaraman, K Ramya, Srete Nikolovski, “Current Compensation in Grid Connected VSCs using Advanced Fuzzy Logic Based Fluffy Built SVPWM Switching” Energies 2020, 13(05), 1259.
162. F. J. John Joseph, “Empirical Dominance of Features for Predictive Analytics of Particulate Matter Pollution in Thailand,” in 5th Thai-Nichi Institute of Technology Academic Conference TNIAC 2019, 2019, no. May, pp. 385–388.
163. V. Pattana-anake, P. Danphitsanuparn, and F. J. J. John Joseph, “BettaNet : A Deep Learning Architecture for Classification of Wild Siamese Betta Species,” IOP Conf. Ser. Mater. Sci. Eng., vol. 1055, 2021.
164. F. J. John Joseph and S. Nonsiri, “Region-Specific Opinion Mining from Tweets in a Mixed Political Scenario,” in International Conference on Intelligent and Smart Computing in Data Analytics, 2021, pp. 189–195.
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166. F. J. John Joseph and P. Anantaprayoon, “Offline Handwritten Thai Character Recognition Using Single Tier Classifier and Local Features,” in 2018 International Conference on Information Technology (InCIT), 2018, pp. 1–4, doi: 10.23919/INCIT.2018.8584876.
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170. A. U. Priyadarshni and S. Sudhakar, “Cluster Based Certificate Revocation by Cluster Head in Mobile Ad-Hoc Network”, International Journal of Applied Engineering Research, Vol. 10, No. 20, pp. 16014-16018, 2015.
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174. S. Sudhakar and S. Chenthur Pandian, “An Efficient Agent-Based Intrusion Detection System for Detecting Malicious Nodes in MANET Routing”, International Review on Computers and Software, Vol.7, No.6, pp.3037-304,2012.
175. S. Sudhakar and S. Chenthur Pandian, “Authorized Node Detection and Accuracy in Position-Based Information for MANET”, European Journal of Scientific Research, Vol.70, No.2, pp.253-265,2012.
176. Suman Rajest S, P. Suresh, “The Post-War Novel as Catch-22: The Chronology and Ex-P.F.C Winter Green” in International Journal of Research Culture Society, Volume: II, Special Issue II, February 2018, Page No.: 64-68.
177. S. Suman Rajest; Anbarasi, “The Postwar Novel as Postmodern: Billy Pilgrim’s Imagination and the Critical Tendency towards Teleology, Slaughterhouse – Five”, International Journal of Advance Research, Ideas and Innovations in Technology, Volume 3, Issue 4, pp.37-41 (2017).
178. Suman Rajest S, P. Suresh, “Necessary Heads Which are Used for Writing a Scholarly Journal” in New Man International Journal of Multidisciplinary Studies, Volume: V, Issue III, March 2018, Page No.: 5-21.
179. Suman Rajest S, P. Suresh, “Impact of 21st century’s different heads of learning skills for students and teachers” in International Journal of Multidisciplinary Research and Development, Volume: V, Issue IV, April 2018, Page No.: 170-178.
180. Suman Rajest S, P. Suresh, “21st Century Learners’ Student-Centered Learning Various Stages” in International Conference, Age and Content in Journey of Language by VISTAS (Tamil Department), Volume: I, Issue I, April 2018, Page No.: 474-492. (International Conference Paper)
181. Suman Rajest S, P. Suresh, “American Postmodern Novelist Thomas Pynchon’s The Crying of Lot 49: Structure and Absurd Realism” in Proceedings of the IOSRD, 73rd International Conference on Future Trends in Engineering and Business, Volume: 73, May 2018, Page No.: 32-41.
182. Suman Rajest S, P. Suresh, “The “Four Cs” Education For 21st Century’s Learners” in Research Guru Online Journal of Multidisciplinary Subjects, Volume: XII, Issue I, June 2018, Page No.: 888-900.
183. Jerusha Angelene Christabel G, Suman Rajest S, “A Short Review on Fragmented Narration in Select Works of Sarnath Banerjee”, American Journal of Social and Humanitarian Research, Vol. 3 No. 4, pp. 12-31, (2022).
184. Rajest, D. S. S., & G, J. A. C. (2022). A Brief on Past and Present a Tug of War in the Select Works of Kurt Vonnegut. Central Asian Journal of Literature, Philosophy And Culture, 3(4), 59-79.
185. G, J. A. C., & Rajest, D. S. (2022). Fragmented Narration in Corridor’s Thematic, Language and Imagery. Central Asian Journal Of Arts And Design, 3(4), 15-37. https://doi.org/10.17605/OSF.IO/HBGCN
186. K. Ganesh Kumar and S. Sudhakar, Improved Network Traffic by Attacking Denial of Service to Protect Resource Using Z-Test Based 4-Tier Geomark Traceback (Z4TGT),Wireless Personal Communications, Vol.114, No. 4, pp:3541–3575, 2020, DOI:10.1007/s11277-020-07546-1
187. Aakanksha Singhal and D.K. Sharma, “Seven Divergence Measures by CDF of fitting in Exponential and Normal Distributions of COVID-19 Data”, Turkish Journal of Physiotherapy and Rehabilitation, Vol.32(3), pp. 1212 - 1222, 2021.
188. D.K. Sharma and Haldhar Sharma, “A Study of Trend Growth Rate of Confirmed cases, Death cases and Recovery cases in view of Covid-19 of Top Five States of India”, Solid State Technology, Vol.64(2), pp. 4526-4541, 2021.
189. D.K. Sharma, “Information Measure Computation and its Impact in MI COCO Dataset”, IEEE Conference Proceedings, 7th International Conference on Advanced Computing and Communication Systems (ICACCS), Vol.1, pp. 2011-2014, 2021.
190. Aakanksha Singhal and D.K. Sharma, “Keyword extraction using Renyi entropy: a statistical and domain independent method”, IEEE Conference Proceedings, 7th International Conference on Advanced Computing and Communication Systems (ICACCS), Vol.1, pp. 1970-1975, 2021.
191. Aakanksha Singhal and D.K. Sharma, “Generalization of F-Divergence Measures for Probability Distributions with Associated Utilities”, Solid State Technology, Vol.64(2), pp. 5525-5531, 2021.
192. Aakanksha Singhal and D.K. Sharma, “A Study of before and after Lockdown Situation of 10 Countries through Visualization of Data along With Entropy Analysis of Top Three Countries”, International Journal of Future Generation Communication and Networking, Vol.14(1), pp. 496-525, 2021.
193. Aakanksha Singhal and D.K. Sharma, “Generalized ‘Useful’ Rényi & Tsallis Information Measures, Some Discussions with Application to Rainfall Data", International Journal of Grid and Distributed Computing, Vol. 13(2), pp. 681-688, 2020.
194. Reetu Kumari and D. K. Sharma, “Generalized `Useful non-symmetric divergence measures and Inequalities", Journal of Mathematical Inequalities, Vol. 13(2), pp. 451-466, 2019.
195. D.S. Hooda and D.K. Sharma, “On Characterization of Joint and Conditional Exponential Survival Entropies", International Journal of Statistics and Reliability Engineering, Vol. 6(1), pp. 29-36, 2019.
196. Reetu Kumari and D. K. Sharma, “Generalized `Useful' AG and `Useful' JS-Divergence Measures and their Bounds", International Journal of Engineering, Science and Mathematics, Vol. 7 (1), pp. 441-450, 2018.
197. D.S. Hooda, Reetu Kumari and D. K. Sharma, “Intuitionistic Fuzzy Soft Set Theory and Its Application in Medical Diagnosis”, International Journal of Statistics in Medical Research, Vol. 7, pp. 70-76, 2018.
198. D.K. Sharma and Sonali Saxena, “Generalized Coding Theorem with Different Source Coding Schemes”, International Journal on Recent and Innovation Trends in Computing and Communication, Vol. 5(6), pp. 253 – 257, 2017.
199. Yuvaraja Teekaraman, Pranesh Sthapit, Miheung Choe, Kiseon Kim, “Energy Analysis on Localization Free Routing Protocols in UWSNs” International Journal of Computational Intelligence System, Atlantis Press, Vol.12, Issue 2, pp. 1526-1536, 2019.
Published
2022-05-27
How to Cite
Vivekanandhan , V., Singh, D., Kumar, R., & Satheesh , V. (2022). Object Detection and Game-Based Learning. CENTRAL ASIAN JOURNAL OF MATHEMATICAL THEORY AND COMPUTER SCIENCES, 3(5), 61-83. Retrieved from https://cajmtcs.centralasianstudies.org/index.php/CAJMTCS/article/view/184
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Articles