X-Git-Url: https://bilbo.iut-bm.univ-fcomte.fr/and/gitweb/book_gpu.git/blobdiff_plain/2ae394d22362fb3f71c54c11871811afcac3eed0..1ac5b5a535d9154c4f080e94f2f9a49ab6e299b7:/BookGPU/Chapters/chapter3/ch3.tex?ds=sidebyside diff --git a/BookGPU/Chapters/chapter3/ch3.tex b/BookGPU/Chapters/chapter3/ch3.tex index 64709ea..7078aaf 100755 --- a/BookGPU/Chapters/chapter3/ch3.tex +++ b/BookGPU/Chapters/chapter3/ch3.tex @@ -181,10 +181,10 @@ On the GPU's side, we note high dependence on window size due to the redundancy \begin{figure}[t] \centering - \subfigure[Airplane image, corrupted by salt and pepper noise of density 0.25]{\label{img:sap_example_ref} \includegraphics[width=5cm]{Chapters/chapter3/img/airplane_sap25.png}}\qquad - \subfigure[Image denoised by a $3\times 3$ median filter]{\label{img:sap_example_med3} \includegraphics[width=5cm]{Chapters/chapter3/img/airplane_sap25_med3.png}}\\ - \subfigure[Image denoised by a $5\times 5$ median filter]{\label{img:sap_example_med5} \includegraphics[width=5cm]{Chapters/chapter3/img/airplane_sap25_med5.png}}\qquad - \subfigure[Image denoised by 2 iterations of a $3\times 3$ median filter]{\label{img:sap_example_med3_it2} \includegraphics[width=5cm]{Chapters/chapter3/img/airplane_sap25_med3_it2.png}}\\ + \subfigure[Airplane image, corrupted by salt and pepper noise of density 0.25]{ \includegraphics[width=5cm]{Chapters/chapter3/img/airplane_sap25.png}}\qquad + \subfigure[Image denoised by a $3\times 3$ median filter]{ \includegraphics[width=5cm]{Chapters/chapter3/img/airplane_sap25_med3.png}}\\ + \subfigure[Image denoised by a $5\times 5$ median filter]{ \includegraphics[width=5cm]{Chapters/chapter3/img/airplane_sap25_med5.png}}\qquad + \subfigure[Image denoised by 2 iterations of a $3\times 3$ median filter]{ \includegraphics[width=5cm]{Chapters/chapter3/img/airplane_sap25_med3_it2.png}}\\ \caption{Example of median filtering, applied to salt and pepper noise reduction.} \label{fig:sap_examples} \end{figure} @@ -351,10 +351,10 @@ Torben Morgensen sorting takes place between lines 37 and 66 and eventually, the It has to be noticed that this smoother, unlike the technique we proposed for fixed-size median filters, cannot be considered as a state-of-the-art technique as, for example, the one presented in \cite{4287006}. However, it may be considered as a good, easy to use and efficient alternative as confirmed by the results presented in Table \ref{tab:medianSeparable}. Pixel throughput values achieved by our kernel, though not constant with window size, remain very competitive if window size is kept under $120\times 120$ pixels, especially when outputting 2 pixels per thread (in \cite{4287006}, pixel throughput is around 7MP/s). Figure \ref{fig:sap_examples2} shows an example of a $512\times 512$ pixel image, corrupted by a \textit{salt and pepper} noise, and the denoised versions, outputted respectively by a $3\times 3$, a $5\times 5$, and a $55\times 55 $ separable smoother. \begin{figure} - \subfigure[Airplane image, corrupted with by salt and pepper noise of density 0.25]{\label{img:sap_example_ref} \includegraphics[width=5cm]{Chapters/chapter3/img/airplane_sap25.png}}\qquad - \subfigure[Image denoised by a $3\times 3$ separable smoother]{\label{img:sap_example_sep_med3} \includegraphics[width=5cm]{Chapters/chapter3/img/airplane_sap25_sep_med3.png}}\\ - \subfigure[Image denoised by a $5\times 5$ separable smoother]{\label{img:sap_example_sep_med5} \includegraphics[width=5cm]{Chapters/chapter3/img/airplane_sap25_sep_med5.png}}\qquad - \subfigure[Image background estimation by a $55\times 55$ separable smoother]{\label{img:sap_example_sep_med3_it2} \includegraphics[width=5cm]{Chapters/chapter3/img/airplane_sap25_sep_med111.png}}\\ + \subfigure[Airplane image, corrupted with by salt and pepper noise of density 0.25]{ \includegraphics[width=5cm]{Chapters/chapter3/img/airplane_sap25.png}}\qquad + \subfigure[Image denoised by a $3\times 3$ separable smoother]{ \includegraphics[width=5cm]{Chapters/chapter3/img/airplane_sap25_sep_med3.png}}\\ + \subfigure[Image denoised by a $5\times 5$ separable smoother]{ \includegraphics[width=5cm]{Chapters/chapter3/img/airplane_sap25_sep_med5.png}}\qquad + \subfigure[Image background estimation by a $55\times 55$ separable smoother]{ \includegraphics[width=5cm]{Chapters/chapter3/img/airplane_sap25_sep_med111.png}}\\ \caption{Example of separable median filtering (smoother), applied to salt and pepper noise reduction.} \label{fig:sap_examples2} \end{figure}