From: couchot Date: Thu, 30 Oct 2014 15:17:23 +0000 (+0100) Subject: ourapproach.tex modifié X-Git-Url: https://bilbo.iut-bm.univ-fcomte.fr/and/gitweb/canny.git/commitdiff_plain/e3aeebd8adb6b2d628d9a26bee6f4fc4067fc9e1?ds=inline ourapproach.tex modifié --- diff --git a/Lena.eps b/Lena.eps deleted file mode 100644 index e8425c2..0000000 --- a/Lena.eps +++ /dev/null @@ -1,4419 +0,0 @@ -%!PS-Adobe-3.0 EPSF-3.0 -%%Creator: GIMP PostScript file plugin V 1,17 by Peter Kirchgessner -%%Title: Lena.eps -%%CreationDate: Mon Jun 24 11:05:32 2013 -%%DocumentData: Clean7Bit -%%LanguageLevel: 2 -%%Pages: 1 -%%BoundingBox: 14 14 527 527 -%%EndComments -%%BeginProlog -% Use own dictionary to avoid conflicts -10 dict begin -%%EndProlog -%%Page: 1 1 -% Translate for offset -14.173228346456694 14.173228346456694 translate -% Translate to begin of first scanline -0 511.99370078740156 translate -511.99370078740156 -511.99370078740156 scale -% Image geometry -512 512 8 -% Transformation matrix -[ 512 0 0 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-showpage -%%Trailer -end -%%EOF diff --git a/lena7.png b/lena7.png new file mode 100644 index 0000000..b87840a Binary files /dev/null and b/lena7.png differ diff --git a/ourapproach.tex b/ourapproach.tex index ec73f7d..249e1be 100644 --- a/ourapproach.tex +++ b/ourapproach.tex @@ -18,20 +18,19 @@ Let us first focus on the data embedding. \begin{figure*}%[t] \begin{center} \subfloat[Data Embedding]{ - \begin{minipage}{0.49\textwidth} + \begin{minipage}{0.4\textwidth} \begin{center} - %\includegraphics[width=5cm]{emb.pdf} - \includegraphics[scale=0.45]{emb} + %\includegraphics[scale=0.45]{emb} + \includegraphics[scale=0.4]{emb} \end{center} \end{minipage} \label{fig:sch:emb} } - +\hfill \subfloat[Data Extraction]{ \begin{minipage}{0.49\textwidth} \begin{center} - %\includegraphics[width=5cm]{rec.pdf} - \includegraphics[scale=0.45]{rec} + \includegraphics[scale=0.4]{dec} \end{center} \end{minipage} \label{fig:sch:ext} @@ -101,27 +100,28 @@ As the Canny algorithm is fast, well known, has been studied in depth, and is im on many kinds of architectures like FPGAs, smart phones, desktop machines, and GPUs, we have chosen this edge detector for illustrative purpose. -%\JFC{il faudrait comparer les complexites des algo fuzy and canny} + This edge detection is applied on a filtered version of the image given as input. -More precisely, only $b$ most -significant bits are concerned by this step, where -the parameter $b$ is practically set with $6$ or $7$. +More precisely, only $b$ most significant bits are concerned by this step, +where the parameter $b$ is practically set with $6$ or $7$. +Notice that only the 2 LSBs of pixels in the set of edges +are returned if $b$ is 6, and the LSB of pixels if $b$ is 7. If set with the same value $b$, the edge detection returns thus the same set of pixels for both the cover and the stego image. -In our flowcharts, this is represented by ``edgeDetection(b bits)''. -Then only the 2 LSBs of pixels in the set of edges are returned if $b$ is 6, -and the LSBs of pixels if $b$ is 7. - - - +Moreover, to provide edge gradient value, +the Canny algorithm computes derivatives +in the two directions with respect to a mask of size $T$. +The higher $T$ is, the coarse the approach is. Practically, +$T$ is set with $3$, $3$, or $7$. +In our flowcharts, this step is represented by ``Edge Detection(b, T, X)''. Let $x$ be the sequence of these bits. The next section presents how to adapt our scheme - when the size of $x$ is not sufficient for the message $m$ to embed. +when the size of $x$ is not sufficient for the message $m$ to embed. @@ -135,18 +135,17 @@ depending on the embedding rate that is either \emph{adaptive} or \emph{fixed}. In the former the embedding rate depends on the number of edge pixels. The higher it is, the larger the message length that can be inserted is. Practically, a set of edge pixels is computed according to the -Canny algorithm with a high threshold. +Canny algorithm with parameters $b=7$ and $T=3$. The message length is thus defined to be less than half of this set cardinality. If $x$ is too short for $m$, the message is split into sufficient parts and a new cover image should be used for the remaining part of the message. - In the latter, the embedding rate is defined as a percentage between the number of modified pixels and the length of the bit message. This is the classical approach adopted in steganography. Practically, the Canny algorithm generates -a set of edge pixels related to a threshold that is decreasing +a set of edge pixels related to increasing values of $T$ and until its cardinality is sufficient. Even in this situation, our scheme is adapting its algorithm to meet all the user's requirements. @@ -210,11 +209,13 @@ The message extraction summarized in Fig.~\ref{fig:sch:ext} follows the data embedding approach since there exists a reverse function for all its steps. -More precisely, the same edge detection is applied on the $b$ first bits to +More precisely, let $b$ be the most significant bits and +$T$ be the size of the canny mask, both be given as a key. +Thus, the same edge detection is applied on a stego content $Y$ to produce the sequence $y$ of LSBs. If the STC approach has been selected in embedding, the STC reverse algorithm is directly executed to retrieve the encrypted message. -This inverse function takes the $H$ matrix as a parameter. +This inverse function takes the $\hat{H}$ matrix as a parameter. Otherwise, \textit{i.e.}, if the \emph{sample} strategy is retained, the same random bit selection than in the embedding step is executed with the same seed, given as a key. @@ -233,7 +234,7 @@ Lena and the first verses are given in Fig.~\ref{fig:lena}. \begin{center} \begin{minipage}{0.49\linewidth} \begin{center} -\includegraphics[scale=0.20]{Lena.eps} +\includegraphics[scale=0.20]{lena512} \end{center} \end{minipage} \begin{minipage}{0.49\linewidth} @@ -256,7 +257,8 @@ $\qquad$ In the ghoul-haunted woodland of Weir. \end{figure} The edge detection returns 18,641 and 18,455 pixels when $b$ is -respectively 7 and 6. These edges are represented in Figure~\ref{fig:edge}. +respectively 7 and 6 and $T=3$. +These edges are represented in Figure~\ref{fig:edge}. When $b$ is 7, it remains one bit per pixel to build the cover vector. This configuration leads to a cover vector of size 18,641 if b is 7 and 36,910 if $b$ is 6. @@ -267,7 +269,7 @@ and 36,910 if $b$ is 6. \begin{minipage}{0.49\linewidth} \begin{center} %\includegraphics[width=5cm]{emb.pdf} - \includegraphics[scale=0.20]{edge7.eps} + \includegraphics[scale=0.20]{edge7} \end{center} \end{minipage} %\label{fig:sch:emb} @@ -276,13 +278,13 @@ and 36,910 if $b$ is 6. \begin{minipage}{0.49\linewidth} \begin{center} %\includegraphics[width=5cm]{rec.pdf} - \includegraphics[scale=0.20]{edge6.eps} + \includegraphics[scale=0.20]{edge6} \end{center} \end{minipage} %\label{fig:sch:ext} }%\hfill \end{center} - \caption{Edge detection wrt $b$} + \caption{Edge detection wrt $b$ with $T=3$} \label{fig:edge} \end{figure} @@ -300,7 +302,7 @@ So, we choose to modify the same amount of bits (9,320) and keep STC optimizing which bits to change among the 36,910 ones. In the two cases, about the third part of the poem is hidden into the cover. -Results with \emph{adaptive+STC} strategy are presented in +Results with \emph{adaptive} and \textit{STC} strategies are presented in Fig.~\ref{fig:lenastego}. \begin{figure}[t] @@ -309,7 +311,7 @@ Fig.~\ref{fig:lenastego}. \begin{minipage}{0.49\linewidth} \begin{center} %\includegraphics[width=5cm]{emb.pdf} - \includegraphics[scale=0.20]{lena7.eps} + \includegraphics[scale=0.20]{lena7} \end{center} \end{minipage} %\label{fig:sch:emb} @@ -318,7 +320,7 @@ Fig.~\ref{fig:lenastego}. \begin{minipage}{0.49\linewidth} \begin{center} %\includegraphics[width=5cm]{rec.pdf} - \includegraphics[scale=0.20]{lena6.eps} + \includegraphics[scale=0.20]{lena6} \end{center} \end{minipage} %\label{fig:sch:ext} @@ -343,6 +345,8 @@ V_{ij}= \left\{ \right.. $$ This function allows to emphasize differences between contents. +Notice that + \begin{figure}[t] \begin{center} @@ -350,19 +354,19 @@ This function allows to emphasize differences between contents. \begin{minipage}{0.49\linewidth} \begin{center} %\includegraphics[width=5cm]{emb.pdf} - \includegraphics[scale=0.20]{diff7.eps} + \includegraphics[scale=0.20]{diff7} \end{center} \end{minipage} - %\label{fig:sch:emb} + \label{fig:diff7} }%\hfill \subfloat[$b$ is 6.]{ \begin{minipage}{0.49\linewidth} \begin{center} %\includegraphics[width=5cm]{rec.pdf} - \includegraphics[scale=0.20]{diff6.eps} + \includegraphics[scale=0.20]{diff6} \end{center} \end{minipage} - %\label{fig:sch:ext} + \label{fig:diff6} }%\hfill \end{center} \caption{Differences with Lena's cover wrt $b$} @@ -370,3 +374,8 @@ This function allows to emphasize differences between contents. \end{figure} +Notice that since $b$ is 7 in Fig.~\ref{fig:diff7}, the embedding is binary +and this image only contains 0 and 75 values. +Similarly, when $b$ is 6 as in Fig.~\ref{fig:diff6}, the embedding is ternary +and the image contains all the values in $\{0,75,150,225\}$. + diff --git a/schema.dot b/schema.dot index 448527e..5edc80e 100644 --- a/schema.dot +++ b/schema.dot @@ -1,21 +1,20 @@ digraph start_up { - node [style = rounded, shape = rect] PI [label="Choice of \n cover X"] - node [style = rounded, shape = rect] PIb [label="Param. b "] + node [style = rounded, shape = rect] PI [label="Choose cover X"] + node [style = rounded, shape = rect] PIb [label="Set b, T"] - - node [style = rounded, shape = rect] message [label="Message mess"] node [style = rounded, shape = rect] key [label="Key k"] - node [style = rounded, shape = rect] ee [label="Enlarge edges "] + node [style = rounded, shape = rect] ee [label="Modify b, T"] node [style = rounded, shape = rect] encrypt [label="m=encryption(mess,k)"] - node [style = rounded, shape = rect] STC [label="y= STC(x,m)"] node [style = rounded, shape = rect] sample [label="y= sample(x,m)"] + node [style = rounded, shape = rect] STC [label="y= STC(x,m,H)"] + node [style = rounded, shape = rect] sample [label="y= sample(x,m)"] node [style = rounded, shape = rect] emb [label="stego=embedding(y,X)"] node [style = rounded, shape = rect] start [label="Start"] node [style = rounded, shape = rect] end [label="End"] - node [style = rounded, shape = rect] ED [label="x=edgeDetection(b bits)"] + node [style = rounded, shape = rect] ED [label="x=Edge Detection(b,T,X)"] node [style = "", shape = diamond] cond [label="Size of x\n enough for m"]; node [style = "", shape = diamond] condStrat [label="Strategy is fixed"]; @@ -34,7 +33,7 @@ digraph start_up { message -> encrypt ED -> cond encrypt -> cond - cond -> condEmb [label="Yes"] + cond -> condEmb [label="Yes with H"] cond -> condStrat [label="No"] condEmb -> STC [label="Yes"] diff --git a/schema2.dot b/schema2.dot index 2af8194..c5c7819 100644 --- a/schema2.dot +++ b/schema2.dot @@ -1,12 +1,12 @@ digraph start_up { - node [style = rounded, shape = rect] SI [label="Stego Image"] + node [style = rounded, shape = rect] SI [label="Stego Image Y"] + node [style = rounded, shape = rect] PIb [label="Param b, T, H"] + node [style = rounded, shape = rect] key [label="Key k"] node [style = rounded, shape = rect] start [label="Start"] node [style = rounded, shape = rect] end [label="End"] - node [style = rounded, shape = rect] PIb [label="Param. b"] - node [style = rounded, shape = rect] PIh [label="Param. H"] - node [style = rounded, shape = rect] STC [label="m = STCr(y,H)"] - node [style = rounded, shape = rect] ED [label="y=edgeDetection(b bits)"] + node [style = rounded, shape = rect] STC [label="m = STCr(y,H)"] + node [style = rounded, shape = rect] ED [label="y=Edge Detection(b,T,Y)"] node [style = rounded, shape = rect] decrypt [label="message=decryption(m)"] node [style = "", shape = diamond] condEmb [label="Use of STC"]; @@ -15,10 +15,10 @@ digraph start_up { start -> SI start -> PIb - start -> PIh + PIb -> ED - PIh -> STC + start -> key