CA2301218A1 - Method and apparatus for watermarking video images - Google Patents
Method and apparatus for watermarking video images Download PDFInfo
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- CA2301218A1 CA2301218A1 CA002301218A CA2301218A CA2301218A1 CA 2301218 A1 CA2301218 A1 CA 2301218A1 CA 002301218 A CA002301218 A CA 002301218A CA 2301218 A CA2301218 A CA 2301218A CA 2301218 A1 CA2301218 A1 CA 2301218A1
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- Prior art keywords
- watermark
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T1/00—General purpose image data processing
- G06T1/0021—Image watermarking
- G06T1/0028—Adaptive watermarking, e.g. Human Visual System [HVS]-based watermarking
- G06T1/0035—Output size adaptive watermarking
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T1/00—General purpose image data processing
- G06T1/0021—Image watermarking
- G06T1/005—Robust watermarking, e.g. average attack or collusion attack resistant
- G06T1/0064—Geometric transfor invariant watermarking, e.g. affine transform invariant
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V30/00—Character recognition; Recognising digital ink; Document-oriented image-based pattern recognition
- G06V30/40—Document-oriented image-based pattern recognition
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- G—PHYSICS
- G10—MUSICAL INSTRUMENTS; ACOUSTICS
- G10L—SPEECH ANALYSIS OR SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING; SPEECH OR AUDIO CODING OR DECODING
- G10L19/00—Speech or audio signals analysis-synthesis techniques for redundancy reduction, e.g. in vocoders; Coding or decoding of speech or audio signals, using source filter models or psychoacoustic analysis
- G10L19/018—Audio watermarking, i.e. embedding inaudible data in the audio signal
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Abstract
Embedding a watermark in an image by changing selected DCT coefficients (301) in the blocks and macro blocks of coefficients which represent the image. The changes in the blocks that comprise each macro block are done in a coordinated manner so that the phase of the watermark signal is preserved across the block boundaries. The bit rate of the image signal is preserved by maintaining a count that represents the amount that the bit rate has been increased by changes in coefficients less the amount that the bit rate has been decreased by changes in the coefficients.
Description
g iii 3 Field of the Invention:
~ This invention relates to stenography, to copy protection and to applying and s detecting digital watermarks in video images.
G
Backslround of the invention:
The advent of technology far storing images on digital media has increased the need for a method to protect against piracy. Images stored on prior forms of media m (e.g. VHS, Beta, audiatapes, etc.) are inherently degraded when copied.
Images i i stored on digitally encoded media can be copied with no degradation;
therefore, perfect copies of copies of copies, etc. can be made.
n The introduction of Digital Versatile Discs (DVD) containing movies has created increased incentives for both casual and professional unauthorized copying. At the is movie industry's urging, technology has been put in place to protect against simple 1~ duplication of DVD disks using equipment available to unsophisticated consumers.
! s This is similar to the pr~tecti~n that exists which prevents one from duplicating a .. VCR tape by connecting together two commercially available VCRs.
~ This invention relates to stenography, to copy protection and to applying and s detecting digital watermarks in video images.
G
Backslround of the invention:
The advent of technology far storing images on digital media has increased the need for a method to protect against piracy. Images stored on prior forms of media m (e.g. VHS, Beta, audiatapes, etc.) are inherently degraded when copied.
Images i i stored on digitally encoded media can be copied with no degradation;
therefore, perfect copies of copies of copies, etc. can be made.
n The introduction of Digital Versatile Discs (DVD) containing movies has created increased incentives for both casual and professional unauthorized copying. At the is movie industry's urging, technology has been put in place to protect against simple 1~ duplication of DVD disks using equipment available to unsophisticated consumers.
! s This is similar to the pr~tecti~n that exists which prevents one from duplicating a .. VCR tape by connecting together two commercially available VCRs.
2 t While such protection mechanisms protect against some types of copying, a ?2 personal computer connected to a DVD device present a much more complicated a3 problem. Open architecture devices such as personal computers reproduce the signals in the "clear' and such devices have many entry points, which can be used ~s to duplicate materia: once it is in the "clear". The present invention uses digital 2G watermarks to address the move described problem. The present invention also has other applications N II
t 2 It is known that to facilitate the detection of digital watermarks one can insert a 3 watermark signal that forms a grid. The grid can be used to determine orientation and scale. With the present invention the data signal and the grid signal are s integrated into a single watermark signal in such a manner that the visual artifacts 6 introduced by the watermark are minimized.
s In applications such as f7VD, an important factor that needs be considered is the bit ~~ rate of the bit stream. There are disadvantages if introduction of a watermark into a to bit stream changes the bit rate. For example if images are going to be recorded on t t a medium such as a DVD disc, increasing the number of bits in the bit stream will t2 decrease the number of images that can be recorded on a single disk. It is known 13 that, in general, adding a watermark to a stream of images will increase the number t~ of bits in the bit stream. The present invention provides a method and apparatus, t ~ which preserves the bit rate even though watermarks are introduced into the t ~ images.
t7 t x Summary of the invention:
t9 The well-known JPEG and MPEG data compression techniques transform images o utilizing a discrete cosine transform (DCT) which produces a matrix of DCT
~t coefficients. These coefficients are arranged into blocks (e.g. into 8 by 8 blocks of i2 coefficients). The blocks of DCT coefficients are in tum arranged into macro blocks 23 (e.g. into 18 by 16 arrays containing four 8 by 8 blocks). With the present invention ~ selected DCT coefficients in each block are slightly increased or slightly decreased 25 in response to a watermark signal. The changes in the blocks that comprise each macro block are done in a coordinated manner so that the phase of the watermark ~ signal is preserved across the block boundaries. By preserving the phase across r ii t block boundaries, a detectable grid is formed which can be used as an orientation 2 and scaling grid.
~ The present invention also maintains the bit rate of the image signal. The bit rate of the signal is preserved by maintaining a count (referred to as the cumulative change 6 count) that represents the amount that the bit rate has been increased by changes 7 in coefficients less the amount that the bit rate has been decreased by changes in s the coefficients. If at any time the cumulative change count exceeds a pre-9 established limit, coefficient changes that decrease the cumulative change count to continue; however, coefficient changes that increase the cumulative change count t ~ are suspended. The suspension of coefficient changes that increase the :? cumulative change count continues until the cumulative change count falls below t 3 the pre-established limit. The above described process can be described as ! t selectively changing the intensity of a watermark signal in a bit stream so as to 1 ~ prevent the entropy of the combined signal from exceeding a pre-established limit.
i~ Brief Descriction of the Figures:
t7 Figure 1 is a diagram illustra!ing how the pixels in an image are arranged into blocks i8 and how the resulting DCT coefficients are numbered.
2n Figure 2 is a diagram, which shows how the blocks of DCT coefficients are arranged 11 into macro blocks.
?3 Figure 3 is a program flow diagram showing how the coefficients in each block of a 2a macro block are treated so as to preserve the phase of watermark signal in each a macro block.
Y I -I
1 Figure 4 is a program flow diagram showing how the bit rate in the data stream is 2 maintained constant.
~ Description of preferred embodiments:
s The well know MPEG (Motion Picture Expert Group) and JPEG (Joint Photographic 6 Expert Group) image compression techniques use a DCT (Discrete Cosine ~ Transform) to generate a matrix of coefficients. The preferred embodiment of the-'z invention shown herei~: slightly modifies the DCT coefficients (either slightly 9 increases or slightly decreases the value of the coefficients) so as to embed a icr digital watermark in the image. Such a digital watermark can later be detected by t t conventional cross correlation techniques.
t2 !3 As illustrated in Figure 1, the MPEG and JPEG techniques divide an image into 8 by t-t 8 blocks of pixels. Each block of pixels is then used to generate an eight by eight 13 block of DCT coefficients. The 8 by 8 blocks of coefficients are divided into "macro ~~ blocks", each of which consist of four of the original blocks. This is illustrated in Figure 2. The rows and columns of DCT coefficients in each block are numbered tR from top to bottom and left to right as illustrated in Figure 1. The first row and the o first column are designated as the "0" row and °0" column.
?0 :~ 1 Certain of the DCT coefficients in each block are selected as the coefficients that 22 will carry a selected bit of thE: digital watermark signal. In the preferred embodiment a3 the three coefficients circled ;n Figure 1 are used to cant' the first or "0" bit of the 2a watermark data signal. These three coefficients are modified, that is, either slightly 25 increased or slightly d~:creased depending upon the value of the "0" bit of the watermark data. In a similar manner other coefficients are slightly changed in order z i to carry the other bits of the watermark signal.
t 2 It is known that to facilitate the detection of digital watermarks one can insert a 3 watermark signal that forms a grid. The grid can be used to determine orientation and scale. With the present invention the data signal and the grid signal are s integrated into a single watermark signal in such a manner that the visual artifacts 6 introduced by the watermark are minimized.
s In applications such as f7VD, an important factor that needs be considered is the bit ~~ rate of the bit stream. There are disadvantages if introduction of a watermark into a to bit stream changes the bit rate. For example if images are going to be recorded on t t a medium such as a DVD disc, increasing the number of bits in the bit stream will t2 decrease the number of images that can be recorded on a single disk. It is known 13 that, in general, adding a watermark to a stream of images will increase the number t~ of bits in the bit stream. The present invention provides a method and apparatus, t ~ which preserves the bit rate even though watermarks are introduced into the t ~ images.
t7 t x Summary of the invention:
t9 The well-known JPEG and MPEG data compression techniques transform images o utilizing a discrete cosine transform (DCT) which produces a matrix of DCT
~t coefficients. These coefficients are arranged into blocks (e.g. into 8 by 8 blocks of i2 coefficients). The blocks of DCT coefficients are in tum arranged into macro blocks 23 (e.g. into 18 by 16 arrays containing four 8 by 8 blocks). With the present invention ~ selected DCT coefficients in each block are slightly increased or slightly decreased 25 in response to a watermark signal. The changes in the blocks that comprise each macro block are done in a coordinated manner so that the phase of the watermark ~ signal is preserved across the block boundaries. By preserving the phase across r ii t block boundaries, a detectable grid is formed which can be used as an orientation 2 and scaling grid.
~ The present invention also maintains the bit rate of the image signal. The bit rate of the signal is preserved by maintaining a count (referred to as the cumulative change 6 count) that represents the amount that the bit rate has been increased by changes 7 in coefficients less the amount that the bit rate has been decreased by changes in s the coefficients. If at any time the cumulative change count exceeds a pre-9 established limit, coefficient changes that decrease the cumulative change count to continue; however, coefficient changes that increase the cumulative change count t ~ are suspended. The suspension of coefficient changes that increase the :? cumulative change count continues until the cumulative change count falls below t 3 the pre-established limit. The above described process can be described as ! t selectively changing the intensity of a watermark signal in a bit stream so as to 1 ~ prevent the entropy of the combined signal from exceeding a pre-established limit.
i~ Brief Descriction of the Figures:
t7 Figure 1 is a diagram illustra!ing how the pixels in an image are arranged into blocks i8 and how the resulting DCT coefficients are numbered.
2n Figure 2 is a diagram, which shows how the blocks of DCT coefficients are arranged 11 into macro blocks.
?3 Figure 3 is a program flow diagram showing how the coefficients in each block of a 2a macro block are treated so as to preserve the phase of watermark signal in each a macro block.
Y I -I
1 Figure 4 is a program flow diagram showing how the bit rate in the data stream is 2 maintained constant.
~ Description of preferred embodiments:
s The well know MPEG (Motion Picture Expert Group) and JPEG (Joint Photographic 6 Expert Group) image compression techniques use a DCT (Discrete Cosine ~ Transform) to generate a matrix of coefficients. The preferred embodiment of the-'z invention shown herei~: slightly modifies the DCT coefficients (either slightly 9 increases or slightly decreases the value of the coefficients) so as to embed a icr digital watermark in the image. Such a digital watermark can later be detected by t t conventional cross correlation techniques.
t2 !3 As illustrated in Figure 1, the MPEG and JPEG techniques divide an image into 8 by t-t 8 blocks of pixels. Each block of pixels is then used to generate an eight by eight 13 block of DCT coefficients. The 8 by 8 blocks of coefficients are divided into "macro ~~ blocks", each of which consist of four of the original blocks. This is illustrated in Figure 2. The rows and columns of DCT coefficients in each block are numbered tR from top to bottom and left to right as illustrated in Figure 1. The first row and the o first column are designated as the "0" row and °0" column.
?0 :~ 1 Certain of the DCT coefficients in each block are selected as the coefficients that 22 will carry a selected bit of thE: digital watermark signal. In the preferred embodiment a3 the three coefficients circled ;n Figure 1 are used to cant' the first or "0" bit of the 2a watermark data signal. These three coefficients are modified, that is, either slightly 25 increased or slightly d~:creased depending upon the value of the "0" bit of the watermark data. In a similar manner other coefficients are slightly changed in order z i to carry the other bits of the watermark signal.
p II
WO 99110837 it'CT/US98/17530 2 One aspect of the present invention is directed to insuring that the sinusoids 3 generated by the changes made to the DCT coefficients are continuous, that is, in-~s phase across the four blocks that constitute each macro block. First, if the sinusoids that cant' the watermark are continuous across each macro block, there 6 will be less edge effects and the watermark will be less visually noticeable. Second, 7 the sinusoids which are continuous over the four blocks of each macro block create 8 a low level orientation or grid signal. This low level grid signal can be detected to 9 determine the orientation and scale of the watermark. The grid signal can then be to detected using the cross correlation techniques. Cross correlation detection 1 ~ techniques are for example shown in copending patent application 08/649,149 filed t2 5/16/96 and in issued patent patents 5,748,763 and 5,748,783.
t.3 ~-t If certain DCT coefficients in adjacent blocks are modified in the same direction, the resulting sinusoids will not be continuous across block boundaries. With the t~ present invention the changes made to the coefficients of each of the four blocks in i 7 a macro block are coordinated so that the resulting sinusoids will be continuous across block boundaries within each macro block. The changes are coordinated t9 using the rules explained below.
I The blocks in each macro block are numbered as shown in Figure 2. Block one is considered the base block. The coefficients in this block are changed in a 23 conventional way by the associated bits of the watermark signal. Note, the ~t following paragraphs relate to how the coefficients which are circled in Figure 1 are changed in response to the "0" bit of the watermark. It should be understood that :6 other coefficients must be ,imilarly changed to cant' the other bits in the watermark z~ data.
WO 99110837 it'CT/US98/17530 2 One aspect of the present invention is directed to insuring that the sinusoids 3 generated by the changes made to the DCT coefficients are continuous, that is, in-~s phase across the four blocks that constitute each macro block. First, if the sinusoids that cant' the watermark are continuous across each macro block, there 6 will be less edge effects and the watermark will be less visually noticeable. Second, 7 the sinusoids which are continuous over the four blocks of each macro block create 8 a low level orientation or grid signal. This low level grid signal can be detected to 9 determine the orientation and scale of the watermark. The grid signal can then be to detected using the cross correlation techniques. Cross correlation detection 1 ~ techniques are for example shown in copending patent application 08/649,149 filed t2 5/16/96 and in issued patent patents 5,748,763 and 5,748,783.
t.3 ~-t If certain DCT coefficients in adjacent blocks are modified in the same direction, the resulting sinusoids will not be continuous across block boundaries. With the t~ present invention the changes made to the coefficients of each of the four blocks in i 7 a macro block are coordinated so that the resulting sinusoids will be continuous across block boundaries within each macro block. The changes are coordinated t9 using the rules explained below.
I The blocks in each macro block are numbered as shown in Figure 2. Block one is considered the base block. The coefficients in this block are changed in a 23 conventional way by the associated bits of the watermark signal. Note, the ~t following paragraphs relate to how the coefficients which are circled in Figure 1 are changed in response to the "0" bit of the watermark. It should be understood that :6 other coefficients must be ,imilarly changed to cant' the other bits in the watermark z~ data.
A II
2 1n block 1, the coefficients that are circled in Figure 1 are slightly increased or 3 slightly decreased in response to the "0" bit of the watermark data. In blocks 2, 3 a and 4, the circled coefficients shown in Figure 1 are changed in response to the zero bit of the watermark according to the following rules.
Block 2: invert the direction of the change if the coefficient is in an odd row.
Block 3: invert the direction of the change if the coefficient is in an odd 8 column Block 4: invert the direction of the change if the coefficient is in an odd row no or if it is in and odd column, but do not invert the direction of the ~ 1 change if the coefficient is in both and odd row and in an odd column.
sz r3 If the above rules are followed the sinusoids generated by the change in the DCT
~ a coefficients will be continuous across the boundaries in the four blocks that form r i each macro block. These sinusoids will be able to be detected using conventional 16 cross correlation techniques and they can be used as a grid to determine the scale and rotation of the image. The data bits in the watermark will also be able to be rs detected using conventional watermark detection techniques. Thus, the watermark I9 data itself is used to form the grid that can be used to determine scale and rotation.
Figure 3 is an overall program flow diagram of the above described aspect of the ~2 preferred embodiment. The system accepts a stream of data that represents 23 images. Block 301 is a conventional device or program module that generates DCT
l~t coefficients for the images in the data stream. These coefficients are sent to a 2s decision unit 302 which separates the data into macro blocks and sends it to units 2r 311, 312, 313 and 314 depending upon whether the data represents a block 1, 2, 3 p II
2 1n block 1, the coefficients that are circled in Figure 1 are slightly increased or 3 slightly decreased in response to the "0" bit of the watermark data. In blocks 2, 3 a and 4, the circled coefficients shown in Figure 1 are changed in response to the zero bit of the watermark according to the following rules.
Block 2: invert the direction of the change if the coefficient is in an odd row.
Block 3: invert the direction of the change if the coefficient is in an odd 8 column Block 4: invert the direction of the change if the coefficient is in an odd row no or if it is in and odd column, but do not invert the direction of the ~ 1 change if the coefficient is in both and odd row and in an odd column.
sz r3 If the above rules are followed the sinusoids generated by the change in the DCT
~ a coefficients will be continuous across the boundaries in the four blocks that form r i each macro block. These sinusoids will be able to be detected using conventional 16 cross correlation techniques and they can be used as a grid to determine the scale and rotation of the image. The data bits in the watermark will also be able to be rs detected using conventional watermark detection techniques. Thus, the watermark I9 data itself is used to form the grid that can be used to determine scale and rotation.
Figure 3 is an overall program flow diagram of the above described aspect of the ~2 preferred embodiment. The system accepts a stream of data that represents 23 images. Block 301 is a conventional device or program module that generates DCT
l~t coefficients for the images in the data stream. These coefficients are sent to a 2s decision unit 302 which separates the data into macro blocks and sends it to units 2r 311, 312, 313 and 314 depending upon whether the data represents a block 1, 2, 3 p II
1 or 4 in a macro block. Units 311-313 modify the DCT coefficients in order to imbed 2 a watermark signal according to the following rules.
3 Unit 311: modify the coefficients in a conventional manner to imbed 4 watermark.
. Unit 312: invert the direction of the change if the coefficient is in an odd row.
6 Unit 313: invert the direction of the change if the coefficient is in an odd column 3 Unit 314: invert the direction of the change if the coefficient is in an odd row 9 or if it is in and odd column, but do not invert the direction of the to change if the coefficient is in both and odd row and in an odd column.
n The output of units 322 to 3ra is combined by unit 320 back into a single data i2 stream. It is noted that each of the units shown in Figure 3 could be separate units, i3 which are either programmed, or hardwired to pertorm the specified functions.
1-~ Alternatively all the function could be performed in a single programmed computer > > on a time-shared basis. The unit which generates DCT coefficients is conventional t6 and such units are know and not part of the present invention.
~l ~ s The previous discussion describes how a watermark can be introduced in the DCT
i 9 domain. It is noted that the durability of the overall watermarking can be increased 2~ by using two watermarks. One watermark can be added by modification of the z1 pixels in the original image in the manner as described in US patents 5,748,763 or 2? 5,748,783 and then a second watermark can be added by modification of the coefficients in the DCT domain as described herein.
2:4 Another problem addressed by the present invention is the need to maintain a 2~ constant bit rate in a stream of bits representing a series of images even though :'7 watermarks are added to the images. It is noted that MPEG and JPEG systems use w ii 1 variable length codes to represent data, hence, adding watermarfcs generally 2 increases the bit rate of a data stream. Typical a watermark has no correlation with 3 the image into which the watermark is embedded, thus embedding an image in a =~ watermark produces an image which has a higher entropy than the original image.
The bit rate of a data stream transmitting an image correlates directly to the entropy 6 of the image.
Typically the number of codes used to code an image, that is, the number of entries in the Huffman table of a coded image, is relatively large (e.g. 500).
However, the changes that occur when a watermark is introduced into an image can be illustrated ~~ 1 with following simple example. Consider a data stream that has only four symbols, s1, s2, s3 and s4, which are encoded as follows:
l3 Symbol code s1 0 1a Then consider a data stream as follows:
lu Bit stream: 0011010111010 Decoded stream 0/01110/10/111/OI10 is Decoded message: s1, s2, s3, s2, s4, s1, s2 to 2o When a watermark is added to an image the bits in the image are slightly changed.
.? 1 In the above simplistic illustrative example, in some situation the symbol s2 would a2 be changed to the symbol s3 and hence the number of bits in a bit stream which 23 transmits the image would be increased. In fact there are mathematical principles P ii (not explained herein) which show that when a normally distributed watermark (that .t is, a watermark with a Gaussian distribution) is added to an image, and the image is 3 transmitted using variable length Huffman codes, the length of the bit stream will of :1 necessity be increased.
6 The present invention provides a technique for insuring that when a watermark is added to a data stream, the bit rate will be maintained constant. It is noted that the s3 present invention doe.> not violate the above-described mathematical principle, o because with the present invention, some of the redundancy normally used to m watermark images is in certain circumstances decreased. That is in certain ~ t circumstances the intensity of the watermark is decreased.
f 3 With the present invention, the watermark is modified in response to characteristics m of the image. Thus, to some extent the watermark is correlated to the image into 1~ which the watermark in embedded. In this way a watermark can be embedded into an image and the entropy of the combined image and watermark will be c ~ substantially equal to the entropy of the watermark alone.
~ o With the present invention, the system maintains a cumulative count of the amount 2o that the coefficients have been changed to any point in time. That is, the amount of :~ 1 positive changes less the amount of negative changes made since the beginning of 22 the bit stream is tracked. This amount is herein referred tows the cumulative 23 change count. If at ar~y time, the cumulative change count exceeds a pre-2-t established positive limit, no ~urther positive changes are made.
Normally it is only necessary to insure that changes do not increase the bit rate 2~ unduly; however, in some instances it may also be desirable to insure that changes Y II
WO 99110837 PGT/US9811'f530 do not unduly decrease the 'an rate. If this is desired, the same technique as 2 described above can be used to insure that the cumulative change amount does not 3 exceed a pre established negative limit. That is, if the cumulative change amount t exceeds a pre-established negative value, positive changes continue in a normal manner, but no further negative changes are made.
7 The magnitude of the pre-established maximum (and in both a positive and negative s direction) are established at the values which constitutes the change in bit rate which can be tolerated in a particular system.
tn 1 t Figure 4 is a program flow diagram showing how the data rate is maintained m constant not withstanding the fact that watermarks are added to the images in the i ~ data stream. Block 4~3A shows that a limit on the amount of positive changes that !.t can be made to DCT coefficients is established and stored. Blocks 403C
shows i ~ that the cumulative change amount is stored. The cumulative change amount is the amount of positive changes less the amount of negative changes that have been made to coefficients since the start of the data stream.
;s 1~ The DCT coefficients are calculated in the normal manner as indicated by block ?0 401. Likewise the change in each the DCT coefficients needed to embed the :~ i watermark is also calculated in the normal manner as shown by block 405.
Block _.. 405 shows that a check is made to determine if the needed change in a particular ?3 DCT coefficient is positive cr negative. Block 409 indicates that if the change is .% t positive a check is made to determine if the maximum allowable cumulative change z5 amount stored in block 403A will be exceeded if the change is made.
?6 i i~
WO 99/10837 11'CTNS98/17530 1 Blocks 415, and 417 indicate that the coefficients will only be changed, if the 2 change does not cause the cumulative change amount to exceed the limit in 403A.
3 Finally as indicated by blocks 425 and 427, the cumulative change amount in a register 403C is incremented or decremented if a change to the coefficients is in fact made. Block 431 indicates that the coefficients are sent to the output of this 6 process and they are then transmitted and processed in a normal manner.
s It is noted that the present invention relates to embedding a watermark in an image.
o Various know techniques can be used to detect watermarks embedded in images m utilizing the present invention. For example techniques such as those described in t 1 US patents 5,748,763, and 5,748,783 or in the "Communications of the ACM"
July :? 19981vo1. 41, No.7. or in pending US applications serial number 08/746,613 filed ~3 11/12/96 and serial number 081649,419 which was filed 5/16/98 (all of which are m hereby incorporated herein by reference) could be used.
i5 i6 While the process has been described above as one where a change is either made m or not made, it should be understood that alternatively, the amount of the change could be decreased if the limit in the cumulative change value is being approached.
It is also noted that the system shown in Figure 4 prevents the cumulative change 2~~ value from exceeding a pre established positive limit. Since adding a watermark to zl an image generally increases the entropy of the image and since Huffman code ?2 tables are normally constructed such that an increase in entropy result in increased z3 bit rate, the use of only a positive limit is normally appropriate.
However, in some z.~ situations, it may be appropriate to tract if the cumulative change amount exceeds a 25 limit in both the positive and negative directions. Such a check could be added to ~u Figure 4 prior to block 427.
p ii 2 It is recognized that by implementing the present invention, the strength of the 3 watermark is in some cases reduced. However, the reduction is not sufficient to a prevent detection of the watermark. The changes made with the above invention a merely lower the intensity of the watermark in a selective manner, thus in some 6 instances more processing may be required to detect the watermark.
s In many systems, each Huffman code covers several symbols. In such systems the calculation indicated by block 405 is not the change in a single symbol that results ~o from adding a watermark to the image. In such systems the calculation indicated by 1 ~ block 405 is a calculation of !he change that results in the bit string of whatever t2 combination of symbols used in the Huffman code to represent a symbol. In some t 3 cases the calculation might have to be done over several combinations of symbols.
is ~ 5 It is also noted that various aspects of the present invention are shown herein in a 16 single preferred embodiment. Other alternative embodiments could use one but not all aspects of the present invention. For example the part of the present invention ~s that relates to maintaining bit rate could be used in embodiments which do not use macro blocks to establish an orientation grid. Likewise the aspect of the present 2n invention which relates to the use of macro blocks could be used without the part of 21 the invention that relates to maintaining a constant bit rate. Finally, while the 22 invention has been shown in an embodiment that inserts a watermark in the DCT
? ; domain, the invention could be used in applications where watermarks are inserted in other domains.
26 While the invention has been shown and described with respect to preferred 2~ embodiments of the invention, various changes in form and detail could be made without departing from the spirit and scope of the invention. The applicant's invention is limited only by the appended claims.
3 Unit 311: modify the coefficients in a conventional manner to imbed 4 watermark.
. Unit 312: invert the direction of the change if the coefficient is in an odd row.
6 Unit 313: invert the direction of the change if the coefficient is in an odd column 3 Unit 314: invert the direction of the change if the coefficient is in an odd row 9 or if it is in and odd column, but do not invert the direction of the to change if the coefficient is in both and odd row and in an odd column.
n The output of units 322 to 3ra is combined by unit 320 back into a single data i2 stream. It is noted that each of the units shown in Figure 3 could be separate units, i3 which are either programmed, or hardwired to pertorm the specified functions.
1-~ Alternatively all the function could be performed in a single programmed computer > > on a time-shared basis. The unit which generates DCT coefficients is conventional t6 and such units are know and not part of the present invention.
~l ~ s The previous discussion describes how a watermark can be introduced in the DCT
i 9 domain. It is noted that the durability of the overall watermarking can be increased 2~ by using two watermarks. One watermark can be added by modification of the z1 pixels in the original image in the manner as described in US patents 5,748,763 or 2? 5,748,783 and then a second watermark can be added by modification of the coefficients in the DCT domain as described herein.
2:4 Another problem addressed by the present invention is the need to maintain a 2~ constant bit rate in a stream of bits representing a series of images even though :'7 watermarks are added to the images. It is noted that MPEG and JPEG systems use w ii 1 variable length codes to represent data, hence, adding watermarfcs generally 2 increases the bit rate of a data stream. Typical a watermark has no correlation with 3 the image into which the watermark is embedded, thus embedding an image in a =~ watermark produces an image which has a higher entropy than the original image.
The bit rate of a data stream transmitting an image correlates directly to the entropy 6 of the image.
Typically the number of codes used to code an image, that is, the number of entries in the Huffman table of a coded image, is relatively large (e.g. 500).
However, the changes that occur when a watermark is introduced into an image can be illustrated ~~ 1 with following simple example. Consider a data stream that has only four symbols, s1, s2, s3 and s4, which are encoded as follows:
l3 Symbol code s1 0 1a Then consider a data stream as follows:
lu Bit stream: 0011010111010 Decoded stream 0/01110/10/111/OI10 is Decoded message: s1, s2, s3, s2, s4, s1, s2 to 2o When a watermark is added to an image the bits in the image are slightly changed.
.? 1 In the above simplistic illustrative example, in some situation the symbol s2 would a2 be changed to the symbol s3 and hence the number of bits in a bit stream which 23 transmits the image would be increased. In fact there are mathematical principles P ii (not explained herein) which show that when a normally distributed watermark (that .t is, a watermark with a Gaussian distribution) is added to an image, and the image is 3 transmitted using variable length Huffman codes, the length of the bit stream will of :1 necessity be increased.
6 The present invention provides a technique for insuring that when a watermark is added to a data stream, the bit rate will be maintained constant. It is noted that the s3 present invention doe.> not violate the above-described mathematical principle, o because with the present invention, some of the redundancy normally used to m watermark images is in certain circumstances decreased. That is in certain ~ t circumstances the intensity of the watermark is decreased.
f 3 With the present invention, the watermark is modified in response to characteristics m of the image. Thus, to some extent the watermark is correlated to the image into 1~ which the watermark in embedded. In this way a watermark can be embedded into an image and the entropy of the combined image and watermark will be c ~ substantially equal to the entropy of the watermark alone.
~ o With the present invention, the system maintains a cumulative count of the amount 2o that the coefficients have been changed to any point in time. That is, the amount of :~ 1 positive changes less the amount of negative changes made since the beginning of 22 the bit stream is tracked. This amount is herein referred tows the cumulative 23 change count. If at ar~y time, the cumulative change count exceeds a pre-2-t established positive limit, no ~urther positive changes are made.
Normally it is only necessary to insure that changes do not increase the bit rate 2~ unduly; however, in some instances it may also be desirable to insure that changes Y II
WO 99110837 PGT/US9811'f530 do not unduly decrease the 'an rate. If this is desired, the same technique as 2 described above can be used to insure that the cumulative change amount does not 3 exceed a pre established negative limit. That is, if the cumulative change amount t exceeds a pre-established negative value, positive changes continue in a normal manner, but no further negative changes are made.
7 The magnitude of the pre-established maximum (and in both a positive and negative s direction) are established at the values which constitutes the change in bit rate which can be tolerated in a particular system.
tn 1 t Figure 4 is a program flow diagram showing how the data rate is maintained m constant not withstanding the fact that watermarks are added to the images in the i ~ data stream. Block 4~3A shows that a limit on the amount of positive changes that !.t can be made to DCT coefficients is established and stored. Blocks 403C
shows i ~ that the cumulative change amount is stored. The cumulative change amount is the amount of positive changes less the amount of negative changes that have been made to coefficients since the start of the data stream.
;s 1~ The DCT coefficients are calculated in the normal manner as indicated by block ?0 401. Likewise the change in each the DCT coefficients needed to embed the :~ i watermark is also calculated in the normal manner as shown by block 405.
Block _.. 405 shows that a check is made to determine if the needed change in a particular ?3 DCT coefficient is positive cr negative. Block 409 indicates that if the change is .% t positive a check is made to determine if the maximum allowable cumulative change z5 amount stored in block 403A will be exceeded if the change is made.
?6 i i~
WO 99/10837 11'CTNS98/17530 1 Blocks 415, and 417 indicate that the coefficients will only be changed, if the 2 change does not cause the cumulative change amount to exceed the limit in 403A.
3 Finally as indicated by blocks 425 and 427, the cumulative change amount in a register 403C is incremented or decremented if a change to the coefficients is in fact made. Block 431 indicates that the coefficients are sent to the output of this 6 process and they are then transmitted and processed in a normal manner.
s It is noted that the present invention relates to embedding a watermark in an image.
o Various know techniques can be used to detect watermarks embedded in images m utilizing the present invention. For example techniques such as those described in t 1 US patents 5,748,763, and 5,748,783 or in the "Communications of the ACM"
July :? 19981vo1. 41, No.7. or in pending US applications serial number 08/746,613 filed ~3 11/12/96 and serial number 081649,419 which was filed 5/16/98 (all of which are m hereby incorporated herein by reference) could be used.
i5 i6 While the process has been described above as one where a change is either made m or not made, it should be understood that alternatively, the amount of the change could be decreased if the limit in the cumulative change value is being approached.
It is also noted that the system shown in Figure 4 prevents the cumulative change 2~~ value from exceeding a pre established positive limit. Since adding a watermark to zl an image generally increases the entropy of the image and since Huffman code ?2 tables are normally constructed such that an increase in entropy result in increased z3 bit rate, the use of only a positive limit is normally appropriate.
However, in some z.~ situations, it may be appropriate to tract if the cumulative change amount exceeds a 25 limit in both the positive and negative directions. Such a check could be added to ~u Figure 4 prior to block 427.
p ii 2 It is recognized that by implementing the present invention, the strength of the 3 watermark is in some cases reduced. However, the reduction is not sufficient to a prevent detection of the watermark. The changes made with the above invention a merely lower the intensity of the watermark in a selective manner, thus in some 6 instances more processing may be required to detect the watermark.
s In many systems, each Huffman code covers several symbols. In such systems the calculation indicated by block 405 is not the change in a single symbol that results ~o from adding a watermark to the image. In such systems the calculation indicated by 1 ~ block 405 is a calculation of !he change that results in the bit string of whatever t2 combination of symbols used in the Huffman code to represent a symbol. In some t 3 cases the calculation might have to be done over several combinations of symbols.
is ~ 5 It is also noted that various aspects of the present invention are shown herein in a 16 single preferred embodiment. Other alternative embodiments could use one but not all aspects of the present invention. For example the part of the present invention ~s that relates to maintaining bit rate could be used in embodiments which do not use macro blocks to establish an orientation grid. Likewise the aspect of the present 2n invention which relates to the use of macro blocks could be used without the part of 21 the invention that relates to maintaining a constant bit rate. Finally, while the 22 invention has been shown in an embodiment that inserts a watermark in the DCT
? ; domain, the invention could be used in applications where watermarks are inserted in other domains.
26 While the invention has been shown and described with respect to preferred 2~ embodiments of the invention, various changes in form and detail could be made without departing from the spirit and scope of the invention. The applicant's invention is limited only by the appended claims.
Claims (17)
1. A method for adding a multibit watermark to an image comprising, generating DCT (Discrete Cosine Transform) coefficients representing said image, said coefficients being arranged in blocks, said blocks being arranged into macro blocks, adjusting said coefficients in accordance with the bits of said watermark to embed said watermark in said image, said adjustments being made in a direction that sinusoids generated by said adjustments are in phase across block boundaries in each macro block.
2. The method of claim 1 wherein each of said macro blocks contains four blocks.
3. The method of claim 2 wherein the blocks in each macro block are numbered one, two, three and four and wherein the coefficients in each block are arranged in rows and columns, alternate of said rows and columns being designated even and odd rows and columns, the coefficient in block one being changed directly in response to the bits of said watermark, the bits in blocks two, three and four being changed in accordance with the following rules:
Block 2: invert the direction of the change if the coefficient is in an odd row.
Block 3: invert the direction of the change if the coefficient is in an odd column Block 4: invert the direction of the change if the coefficient is in an odd row or if it is in and odd column, but do not invert the direction of the change if the coefficient is in both and odd row and in an odd column.
Block 2: invert the direction of the change if the coefficient is in an odd row.
Block 3: invert the direction of the change if the coefficient is in an odd column Block 4: invert the direction of the change if the coefficient is in an odd row or if it is in and odd column, but do not invert the direction of the change if the coefficient is in both and odd row and in an odd column.
4. A system for adding a multibit watermark to an image comprising, means for generating DCT (Discreet Cosine Transform) coefficients representing said image, said coefficients being arranged in blocks, said blocks being arranged into macro blocks, means for adjusting said coefficients in accordance with the bits of said watermark to embed said watermark in said image, said adjustments being made in a direction that sinusoids generated by said adjustments are in phase across block boundaries in each macro block, whereby the same changes which represent said watermark form a grid which can be used to detect the scale and rotation of said watermark.
5. The system of claim 4 wherein each of said macro blocks contains four blocks.
6. The system of claim 5 wherein the blocks in each macro block are numbered one, two, three and four and wherein the coefficients in block are in rows and columns, alternate of said rows and columns being designated even and odd rows and columns, The coefficient in block one being changed directly in response to the bits of said watermark, the bits in blocks two, three and four being changed in accordance with the following rules:
Block 2: invert the direction of the change if the coefficient is in an odd row.
Block 3: invert the direction of the change if the coefficient is in an odd column Block 4: invert the direction of the change if the coefficient is in an odd row or if it is in and odd column, but do not invert the direction of the change if the coefficient is in both and odd row and in an odd column.
6. The system of claim 5 wherein the blocks in each macro block are numbered one, two, three and four and wherein the coefficients in block are in rows and columns, alternate of said rows and columns being designated even and odd rows and columns, The coefficient in block one being changed directly in response to the bits of said watermark, the bits in blocks two, three and four being changed in accordance with the following rules:
Block 2: invert the direction of the change if the coefficient is in an odd row.
Block 3: invert the direction of the change if the coefficient is in an odd column Block 4: invert the direction of the change if the coefficient is in an odd row or if it is in and odd column, but do not invert the direction of the change if the coefficient is in both and odd row and in an odd column.
6. A method of embedding a watermark into an image comprising, dividing the elements which form said image into blocks and arranging said blocks into macro blocks, introducing said watermark into the blocks in each macro block in an orientation such that the resulting sinusoids are in phase across block boundaries in each macro block, whereby said watermark can be used to bath carry data and form a grid which can be detected to show orientation of said watermark.
7. A method of introducing a watermark into a stream of bits representing variable length codes without changing the bit rate of said stream of bits comprising, maintaining a cumulative change amount which indicates the amount of the positive and negative changes which are made to said codes, suspending any positive changes if the cumulative change amount exceeds a pre-established limit, whereby the bit rate of said stream of bits is maintained constant.
8. A system for introducing a watermark into a stream of bits representing variable length codes without changing the bit rate of said stream of bits comprising, means for maintaining a count of the amount of positive and negative changes which are made to said codes, means for suspending any positive changes if a pre-established limit is exceeded, whereby the bit rate of said stream of bits is maintained constant.
9. A method for adding a multibit watermark to an image comprising, generating DCT (Discreet Cosine Transform) coefficients representing said image, said coefficients being arranged in blocks, said blocks being arranged into macro blocks, adjusting said coefficients in accordance with the bits of said watermark to embed said watermark in said image, said adjustments being made in a direction that sinusoids generated by said adjustments are in phase across block boundaries in each macro block.
maintaining a cumulative change count of the positive and negative changes which are made to said codes, suspending any positive changes if said cumulative change count exceeds a pre-established, whereby said watermark forms a grid which can be detected to determine orientation and scale of said watermark and the bit rate of said stream of bits is maintained constant.
maintaining a cumulative change count of the positive and negative changes which are made to said codes, suspending any positive changes if said cumulative change count exceeds a pre-established, whereby said watermark forms a grid which can be detected to determine orientation and scale of said watermark and the bit rate of said stream of bits is maintained constant.
10. An image processing method that includes steganographically encoding an input image to embed a multi-bit code therein, generating DCT (Discreet Cosine Transform) coefficients representing said image, said coefficients being arranged into primary size blocks, arranging said DCT coefficients into macro blocks, each containing four of said primary size blocks, changing the coefficients in each block to encode therein a watermark in said image, the direction of change of said coefficients being such that the sinusoids created by said changes are continuous across the primary blocks in said macro blocks, whereby said watermark signals can be used to both carry data and to form an orientation and calibration grid.
11. The method recited in claim 10 wherein said primary blocks each contain 64 DCT coefficients and each macro blocks contains four of said primary blocks.
12. The method of claim 7 wherein negative changes are suspended if the cumulative change amount exceeds a pre-established negative amount.
13. The system of claim 8 including means for suspending any negative changes if said count exceeds a pre-established negative limit.
14. The method of claim 9 wherein negative changes are suspended if said cumulative change count exceeds a pre-established negative limit.
15. A method of embedding a watermark in a stream of coded symbols that represent a series of images by selectively increasing or decreasing the values of said symbols, said method comprising, establishing a limit on the allowable entropy of said stream of bits, suspending said selective increasing if said limit is exceeded.
16. A method of embedding a watermark in a series of bit which represent an image without increasing the entropy of said image beyond a pre established limit, comprising the steps of:
changing selective bits of said image to embed said watermark, maintaining a cumulative change count of the changes made to embed said watermark in said image, suspending changes which cause said cumulative change count to exceed a pre established limit.
changing selective bits of said image to embed said watermark, maintaining a cumulative change count of the changes made to embed said watermark in said image, suspending changes which cause said cumulative change count to exceed a pre established limit.
17. A method of embedding a watermark in a series of bit which represent an image without increasing the entropy of said image beyond a pre established limit comprising the steps of:
maintaining a count which represents the change in entropy as said watermark is being embedded in said image, suspending changes in said image when said count is beyond a specified limit.
maintaining a count which represents the change in entropy as said watermark is being embedded in said image, suspending changes in said image when said count is beyond a specified limit.
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EP1008097A1 (en) | 2000-06-14 |
US7139408B2 (en) | 2006-11-21 |
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US6798894B2 (en) | 2004-09-28 |
EP1008097A4 (en) | 2001-03-21 |
US20010017931A1 (en) | 2001-08-30 |
JP2001514453A (en) | 2001-09-11 |
US7949147B2 (en) | 2011-05-24 |
JP4068301B2 (en) | 2008-03-26 |
US6229924B1 (en) | 2001-05-08 |
US20050036657A1 (en) | 2005-02-17 |
US20070154064A1 (en) | 2007-07-05 |
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