Abstract: As image source attribution techniques have become significantly sophisticated and are now becoming commonplace, there is a growing need for capabilities to anonymize images and videos. Focusing on the photo response non-uniformity noise pattern based sensor fingerprinting technique, this work evaluates the effectiveness of well-established seam carving method to defend against sensor fingerprint matching. We consider ways in which seam-carving based anonymization can be countered and propose enhancements over conventional seam carving method. Our results show that applying geometrical distortion in addition to seam carving will make counter attack very ineffective both in terms of computational complexity and accuracy.

Abstract: As image source attribution techniques have become significantly sophisticated and are now becoming commonplace, there is a growing need for capabilities to anonymize images and videos. Focusing on the photo response non-uniformity noise pattern based sensor fingerprinting technique, this work evaluates the effectiveness of well-established seam carving method to defend against sensor fingerprint matching. We consider ways in which seam-carving based anonymization can be countered and propose enhancements over conventional seam carving method. Our results show that applying geometrical distortion in addition to seam carving will make counter attack very ineffective both in terms of computational complexity and accuracy.

Abstract: A method of obfuscating an object-oriented program is provided. A program is provided that is defined in terms of a plurality of classes. Each of the classes has at least one of a field and a method. At least two of the plurality of classes are combined into a combined class. When the at least two classes are combined, at least one field from at least one of the two classes is included in the combined class, and/or at least one method from at least one of the two classes is included in the combined class. After the at least two classes are combined, the program is transmitted.

Abstract: A method of obfuscating an object-oriented program is provided. A program is provided that is defined in terms of a plurality of classes. Each of the classes has at least one of a field and a method. At least two of the plurality of classes are combined into a combined class. When the at least two classes are combined, at least one field from at least one of the two classes is included in the combined class, and/or at least one method from at least one of the two classes is included in the combined class. After the at least two classes are combined, the program is transmitted.