Identification of bitmap compression history: JPEG detection and quantizer estimation

被引:261
作者
Fan, ZG [1 ]
de Queiroz, RL [1 ]
机构
[1] Xerox Corp, Webster, NY 14580 USA
关键词
artifact removal; image history; JPEG compression; quantizer estimation;
D O I
10.1109/TIP.2002.807361
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Sometimes image processing units inherit images in raster bitmap format only, so that processing is to be carried without knowledge of past operations that may compromise image quality (e.g., compression). To carry further processing, it is useful to not only know whether the image has been previously JPEG compressed, but to learn what quantization table was used. This is the case, for example, if one wants to remove JPEG artifacts or for JPEG re-compression. In this paper, a fast and efficient method is provided to determine whether an image has been previously JPEG compressed. After detecting a compression signature, we estimate compression parameters. Specifically, we developed a method for the maximum likelihood estimation of JPEG quantization steps. The quantizer estimation method is very robust so that only sporadically an estimated quantizer step size is off, and when so, it is by one value.
引用
收藏
页码:230 / 235
页数:6
相关论文
共 11 条
[1]   A simple algorithm for removing blocking artifacts in block-transform coded images [J].
Chou, J ;
Crouse, M ;
Ramchandran, K .
IEEE SIGNAL PROCESSING LETTERS, 1998, 5 (02) :33-35
[2]  
Clarke R. J., 1985, TRANSFORM CODING IMA
[3]  
Fan Z., 1994, P IS T SPIE S EL IM
[4]  
FAN Z, 1996, P IEEE INT C IM PROC, V2, P17
[5]  
Kendall MG, 1977, ADV THEORY STAT, VII
[6]   Artifact reduction in low bit rate DCT-based image compression [J].
Luo, JB ;
Chen, CW ;
Parker, KJ ;
Huang, TS .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1996, 5 (09) :1363-1368
[7]   AN OPTIMIZATION APPROACH FOR REMOVING BLOCKING EFFECTS IN TRANSFORM CODING [J].
MINAMI, S ;
ZAKHOR, A .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 1995, 5 (02) :74-82
[8]  
PENNEBAKER WB, 1993, JPEG STILL IMAGE DAT
[9]  
ROSENBERG K, 1992, IFIP TRANS C, V2, P91
[10]   Blockiness detection for MPEG2-coded video [J].
Tan, KT ;
Ghanbari, M .
IEEE SIGNAL PROCESSING LETTERS, 2000, 7 (08) :213-215