TY - JOUR
T1 - An advanced gradient histogram and its application for contrast and gradient enhancement
AU - Huang, Lidong
AU - Zhao, Wei
AU - Sun, Zebin
AU - Wang, Jun
N1 - Publisher Copyright:
© 2015 Elsevier Inc. All rights reserved.
PY - 2015/6/26
Y1 - 2015/6/26
N2 - This paper proposes an image contrast and gradient enhancement method based on advanced gradient histogram equalization (AGHE). We first define a novel advanced gradient histogram (AGH). Unlike the traditional intensity histogram which only contains intensity information, the AGH contains both gradient and intensity information of image. This character enables AGH to alleviate high peaks and thus avoid over enhancement in AGHE. Moreover, it's proved that AGHE can increase the mean of absolute gradients (MAG) which is a measurement of image gradient. Then we present a sine function histogram correction (SHC) to control the enhancement level of AGHE. By modifying AGH using SHC before equalization, both the contrast and gradient enhancement levels can be controlled effectively. Simulation results demonstrate that AGHE with SHC (SAGHE) can improve the image subjective quality effectively by enhancing both the contrast and gradient of image.
AB - This paper proposes an image contrast and gradient enhancement method based on advanced gradient histogram equalization (AGHE). We first define a novel advanced gradient histogram (AGH). Unlike the traditional intensity histogram which only contains intensity information, the AGH contains both gradient and intensity information of image. This character enables AGH to alleviate high peaks and thus avoid over enhancement in AGHE. Moreover, it's proved that AGHE can increase the mean of absolute gradients (MAG) which is a measurement of image gradient. Then we present a sine function histogram correction (SHC) to control the enhancement level of AGHE. By modifying AGH using SHC before equalization, both the contrast and gradient enhancement levels can be controlled effectively. Simulation results demonstrate that AGHE with SHC (SAGHE) can improve the image subjective quality effectively by enhancing both the contrast and gradient of image.
KW - Contrast enhancement
KW - Global histogram equalization
KW - Gradient enhancement
KW - Gradient histogram
KW - Histogram equalization
KW - Histogram modification
KW - Image gradient
KW - Image subjective quality
UR - https://www.scopus.com/pages/publications/84934998431
U2 - 10.1016/j.jvcir.2015.06.007
DO - 10.1016/j.jvcir.2015.06.007
M3 - 文章
AN - SCOPUS:84934998431
SN - 1047-3203
VL - 31
SP - 86
EP - 100
JO - Journal of Visual Communication and Image Representation
JF - Journal of Visual Communication and Image Representation
ER -