

Enhancement of Image Processing Using Modern Tools
Abstract
In this research paper, an image labeling algorithm is implemented using Tensorflow, Keras, and Python, and an optimization is proposed using image compression. The goal is to use image compression methods to cut down on data size, execution time, and computing resources. Numerous limitations in terms of power consumption, processing power, and dataset size frequently hinder machine learning applications' real-time efficiency. real-world use case By attempting to overcome such obstacles, we can discover novel approaches to applying machine learning to simpler real-world applications.
References
Trahanias, P. E., & Venetsanopoulos, A. N. (1993). Vector directional filters-a new class of multichannel image processing filters. IEEE Transactions on Image Processing, 2(4), 528-534.
Maragos, P. (1996). Differential morphology and image processing. IEEE Transactions on Image Processing, 5(6), 922-937.
Takeda, H., Farsiu, S., & Milanfar, P. (2007). Kernel regression for image processing and reconstruction. IEEE Transactions on image processing, 16(2), 349-366.
You, Y. L., Xu, W., Tannenbaum, A., & Kaveh, M. (1996). Behavioral analysis of anisotropic diffusion in image processing. IEEE Transactions on Image Processing, 5(11), 1539-1553.
Polesel, A., Ramponi, G., & Mathews, V. J. (2000). Image enhancement via adaptive unsharp masking. IEEE transactions on image processing, 9(3), 505-510.
Deng, G., Cahill, L. W., & Tobin, G. R. (1995). The study of logarithmic image processing model and its application to image enhancement. IEEE transactions on image processing, 4(4), 506-512.
Mann, S. (2000). Comparametric equations with practical applications in quantigraphic image processing. IEEE transactions on image processing, 9(8), 1389-1406.
Konstantinides, K., & Rasure, J. R. (1994). The Khoros software development environment for image and signal processing. IEEE Transactions on Image Processing, 3(3), 243-252.
Gibson, K. B., Vo, D. T., & Nguyen, T.Q. (2011). An investigation of dehazing effects on image and video coding. IEEE transactions on image processing, 21(2), 662-673.
Kamarainen, J. K., Kyrki, V., & Kalviainen, H. (2006). Invariance properties of Gabor filter-based features- overview and applications. IEEE Transactions on image processing, 15(5), 1088-1099.
Refbacks
- There are currently no refbacks.