Soft error decoding of steganographic data

• US 7,466,840 B2
• Filed: 01/30/2007
• Issued: 12/16/2008
• Est. Priority Date: 05/07/1996
• Status: Expired due to Fees

• Current Assignee: Digimarc Corporation
• Original Assignee: Digimarc Corporation
• Inventors: Rhoads, Geoffrey B.
• Primary Examiner(s): Couso; Jose L.
• Application Number:
  US11/669,016
• Publication Number:
  US 20070274560A1
• Time in Patent Office: 686 Days
• Field of Search: 382/100, 382/232, 382/252, 375/E7.073, 375/E7.208, 375/E7.281, 348/425.2, 341/94, 705/1, 705/44, 713/176
• US Class Current: 382/100
• CPC Class Codes: G06T 1/0028 Adaptive watermarking, e.g. Human Visual System [HVS]-based watermarking
• CPC Class Codes: G06T 1/005 Robust watermarking, e.g. average attack or collusion attack resistant
• CPC Class Codes: G06T 2201/0064 for copy protection or copy management, e.g. CGMS, copy only once, one-time copy
• CPC Class Codes: G06T 2201/0065 Extraction of an embedded watermark; Reliable detection
• CPC Class Codes: G06V 30/40 Document-oriented image-based pattern recognition
• CPC Class Codes: G10L 19/018 Audio watermarking, i.e. embedding inaudible data in the audio signal
• CPC Class Codes: H04N 1/00005 relating to image data
• CPC Class Codes: H04N 1/00037 Detecting, i.e. determining the occurrence of a predetermined state H04N1/00031 takes precedence
• CPC Class Codes: H04N 1/00079 remotely
• CPC Class Codes: H04N 1/32122 in a separate device, e.g. in a memory or on a display separate from image data
• CPC Class Codes: H04N 1/32149 Methods relating to embedding, encoding, decoding, detection or retrieval operations
• CPC Class Codes: H04N 1/32154 Transform domain methods H04N1/32309 takes precedence
• CPC Class Codes: H04N 1/32203 Spatial or amplitude domain methods H04N1/32309 takes precedence
• CPC Class Codes: H04N 1/32229 with selective or adaptive application of the additional information, e.g. in selected regions of the image H04N1/32213 takes precedence
• CPC Class Codes: H04N 1/32288 Multiple embedding, e.g. cocktail embedding, or redundant embedding, e.g. repeating the additional information at a plurality of locations in the image
• CPC Class Codes: H04N 1/32352 Controlling detectability or arrangements to facilitate detection or retrieval of the embedded information, e.g. using markers for decoding, detection or retrieval operations H04N1/32149 and subgroups take precedence
• CPC Class Codes: H04N 21/23892 involving embedding information at multiplex stream level, e.g. embedding a watermark at packet level
• CPC Class Codes: H04N 21/8358 involving watermark protecting executable software by watermarking G06F21/16; image watermarking in general G06T1/0021; watermarks inserted in still images for transmission purposes H04N1/32144; inserting watermarks during video coding H04N19/467
• CPC Class Codes: H04N 2201/3205 of identification information, e.g. name or ID code H04N2201/3209 takes precedence
• CPC Class Codes: H04N 2201/3207 of an address
• CPC Class Codes: H04N 2201/3225 : of data relating to an image, a page or a document
• CPC Class Codes: H04N 2201/3226 : of identification information or the like, e.g. ID code, index, title, part of an image, reduced-size image
• CPC Class Codes: H04N 2201/3233 : of authentication information, e.g. digital signature, watermark
• CPC Class Codes: H04N 2201/327 : which are undetectable to the naked eye, e.g. embedded codes
• CPC Class Codes: H04N 2201/3271 : Printing or stamping
• CPC Class Codes: H04N 2201/3274 : Storage or retrieval of prestored additional information
• CPC Class Codes: H04N 2201/3284 : for error correction

Abstract

Soft error decoding is used to decode steganographic messages embedded in image and audio signals. Content signals with auxiliary embedded data are analyzed to make determinations about changes made to the signals to embed the data. These determinations are weighted based on the confidence that they are correct and input to an error correcting process. In this manner, error correction of the auxiliary data takes advantage of soft error weighting to more effectively recover the steganographic message from content signals that undergo distortion and/or loss transformations after being embedded with steganographic data.

Claims

1. A method of soft error decoding of steganographic data embedded in a media signal by imperceptibly adjusting data values in the media signal to create a steganographically embedded signal, the method comprising:

receiving data values from the media signal that have been adjusted to embed the steganographic data;

making determinations of changes made to the data values to embed the steganographic data;

weighting the determinations based on confidence that the determinations are correct to produce weighted determinations;

using the weighted determinations as input to message decoding process to compute an error corrected message from the media signal.

2. The method of claim 1 wherein the data values comprise pixel values.

3. The method of claim 1 wherein the data values comprise values computed from a group of pixels.

4. The method of claim 1 wherein the determinations interpret which data values have been increased and which data values have been decreased to embed the steganographic data.

5. The method of claim 1 wherein the determinations are based on statistics of values in the media signal.

6. A method of error correction decoding of steganographic data embedded in a media signal by imperceptibly adjusting data values in the media signal to create a steganographically embedded signal, the method comprising:

receiving data values from the media signal that have been adjusted to embed the steganographic data;

processing the data values to extract message values of the steganographic data;

weighting the message values based on statistical confidence that the message values are correct to produce weighted message values;

using the weighted message values as input to a message decoding process to compute an error corrected message from the media signal.

7. The method of claim 6 wherein the weighted message values are input to error correcting polynomial.

8. The method of claim 6 wherein the message values comprise binary bit values.

9. The method of claim 6 wherein the processing includes performing statistical detection on the data values.

10. The method of claim 6 wherein the adjusted data values have been adjusted with positive and negative changes and the positive and negative changes correspond to different data states of the steganographic data.