Robust Image Fingerprinting via Distortion-Resistant Sparse Coding

Yuenan Li

doi:10.1109/LSP.2017.2777881

2018-01-01

PRE

李岳楠 (Yuenan Li) *

Linlin Guo

DOI：10.1109/LSP.2017.2777881

原文链接

原文求助

摘要

En 中文

Content fingerprinting recently emerges as an effective nonintrusive solution for copyright protection. Fingerprinting algorithm maps the perceptual contents of media file to an invariant digest, so that unauthorized copies can be identified via fingerprint comparison. This letter presents a distortion-resistant sparse coding strategy for image fingerprinting that simulates the hierarchical information processing flow of visual system. Sparse coding, which seeks a small set of atoms that can best represent input signal, helps fingerprinting algorithm detect the intrinsic visual features of image. However, the high freedom of atom selection makes sparse coding sensitive to distortion. In this letter, several measures are applied on sparse coding and dictionary learning to jointly ensure the invariance of fingerprint, such as imposing the neighborhood-priority principle on atom selection, regulating the layout of atoms, and forcing sparse codes to preserve the distance in the image space. Content identification performance of the proposed work was tested on a database of 219 000 images. The error rate of the proposed algorithm is at least ten times lower than state-of-the-arts, and satisfactory performance was observed even under extremely low bit budget.

Keyword:

Content identification

distortion-resistant sparse coding

fingerprinting

robust hashing

AI总结

对已上传原文的论文进行重点信息的提取，主要内容包括：简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。

期刊

IEEE Signal Processing Magazine

IF:

9.6

论文数:

1.1W

被引数:

1.7W

机构

tianjin university

学者数:

8.0W

论文数: 5.8W

被引数: 88

引用论文

Epigenetic disruption of the RARγ complex impairs its function to bookmark AR enhancer interactions required for enzalutamide sensitivity in prostate cancer

IF0

2023-12-16

OAAI

Sajad A Wani; Shahid Hussain; Jaimie S Gray; Debasis Nayak; Hancong Tang; Lillian M Perez; Mark D Long; Manjunath Siddappa; Christopher J McCabe; Lara E Sucheston-Campbell; Michael R Freeman; Moray J Campbell

Modeling and Analysis of Correlated Binary Fingerprints for Content Identification

IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY

IF8

2011-09-01

PREAI

Varna, Avinash L.; Wu, Min