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Human Activity Recognition System
Modern human activity recognition systems are mainly trained and used upon video stream and images data that understand the features and actions variations in the data having similar or related movements. Human Activity Recognition plays a significant role in human-to-human and human-computer interaction. Manually driven system are highly time consuming and costlier. In this project, we aim at designing a cost-effective and faster Human Activity Recognition System which can process both video and image in order to recognize the activity being performed in it, thereby aiding the end user in various applications like surveillance, aiding purpose etc. This system will not only be cost effective but also as a utility-based system that can be incorporated in a large number of applications that will save time and aid in various activities that require recognition process, and save a lot of time with good accuracy Also, it will aid the blind people in availing the knowledge of their surroundings.
Keywords
Deep Learning; Neural Network.
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- “Activity recognition-Wikipedia,” [Online]. Available: https://en.wikipedia.org/wiki/Activity_ recognition.
- “Human Activity Recognition,” [Online]. Available: https://www.frontiersin.org/articles/10.3389/frobt.2015.00028/full.
- “Research-Wikipedia,” [Online]. Available: https://en.wikipedia.org/wiki/Research.
- “Software Requirements,” [Online]. Available: https://www.tutorialspoint.com/software_ engineering/software_requirements.htm.
- R. Y. Lee, “Software Engineering: A Hands-On Approach,” [Online]. Available: https://books.google.co.in/books?id=zdBEAAAAQBAJ&prin tsec=frontcover&dq=Software+Engineering:+ A+Hands-On+Approach+By+Roger+Y.+Lee&hl=en&sa=X&ved=0ahUKEwj59Pjlt8nmAhXdz TgGHQALDhwQ6AEIKTAA.
- “Intoduction ro Software Engineering/ Architecture/Design-Wikipedia,” [Online]. Available: https://en.wikibooks.org/wiki/Introduction_to_Software_Engineering/Architecture/Design.
- S.K. Panda, G.S.M. Reddy, S.B.Goyal, T.K., P. Bhambri, M.V. Rao, A.S. Singh, A.H. Fakih, P.K. Shukla, P.K. Shukla, A.B. Gadicha, and C.J. Shelke, “Method for Management of Scholarship of Large Number of Students based on Blockchain”, Indian Patent issue 36/2019, application 201911034937, (2019), September 06.
- “Flowchart-Wikipedia,” [Online]. Available: https://en.wikipedia.org/wik i/Flowchart.
- “Data-Flow Diagrams-Wikipedia,” [Online]. Available: https://en.wikipedia.org/ wiki/Dataflow_ diagram.
- “Residual Neural Network-Wikipedia,” [Online]. Available: https://en.wikipedia.org/wiki/ Residual_neural_network.
- “Overview of ResNets,” [Online]. Available: https://towardsdatascience.com/an-overviewofresnet-and-its-variants-5281e2f56035.
- “CNN-Wikipedia,” [Online]. Available: https:// en.wikipedia.org/wiki/Convolutional_neural_ network.
- “Understanding LSTMs,” [Online]. Available: https://colah.github.io/posts/2015-08Understanding-LSTMs/.
- “Project Implementation,” [Online]. Available: https://sswm.info/humanitarian-crises/urbansettings/ planning-process-tools/implementatio n-tools/project-implementation.
- J. Kaur, P.Bhambri and K. Sharma, “Wheat Production Analysis based on Native Bayes Classifier”, IJAEMA, vol. 11, no. 9, (2019), pp. 705-709.
- “Python Features,” [Online]. Available: https:// www.javatpoint.com/python-features.
- “Adavantages and Disadvantages of Python,” [Online]. Available: https://medium.com/@mindfiresolutions.usa/advantages-anddisadvantagesof-python-programminglanguagefd0b394f2121.
- “numpy-Wikipedia,” [Online]. Available: https:// en.wikipedia.org/wiki/NumPy.
- P.Bhambri and O.P. Gupta, “Analyzing Induction Attributes of Decision Tree”, IJCTR, vol. 1, no. 7, (2013), pp. 166-169.
- “Keras-Wikipedia,” [Online]. Available: https://en.wikipedia.org/wiki/Keras.
- “Matplotlib-Wikipedia,” [Online]. Available: https://en.wikipedia.org/wiki/Matplotlib.
- W. CHU, K.T. LEE, W. LUO, P. Bhambri, and S. Kautish, “Predicting the Security Threats of Internet Rumors and Spread of False Information Based On Sociological Principle”, Computer Standards & Interfaces, (2020), ISSN 0920-5489, https://doi.org/10.1016/j.csi.2020.103454.
- “PEP 8, ”[Online]. Availvable : https://pragmaticcoders.com/blog/pep8-and-why-isit-important/.
- “Software Testing Overview,” [Online]. Available: https://www.tutorialspoint.com/software_engineering/software_testing_overview.htm.
- “User Interface Modelling,” [Online]. Available: https://en.wikipedia.org/wiki/User_interface_modeling.
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