l1-norm minimization, 276
AC, 449, 450, 452, 456, 460–462
acquisition model, 257, 259, 261
active
pixels, 252, 253, 264, 266, 269, 270, 274–276, 278
dark, 171
general brightness, 150, 153, 154
lateral brightness, 150
light, 171
steady-state, 170
temporal, 170
transient, 171
adaptive
Wiener filter, 262
additive
equation, 46
noise, 257
mutually independent Gaussian, 259
Advanced Encryption Standard (AES), 438, 439, 443, 444, 448, 451
aesthetics-assisted web search, 114
album management, 115
alternating projection, 229, 230
amacrine cells, 9
amplitude modulation, 287, 308
anisotropic diffusion, 255
apparent
motion smoothness, 496
application, 114
arithmetic coding, 435
astigmatism, 5
attentive
modeling, 264
attentive-perceptual mask, 275
automatic
photo enhancement, 114
white balancing, 124, 127, 128, 137, 178, 179
color-by-correlation, 179
illuminant voting, 179
iterative processing, 179
white world, 179
average operator, 261
background simplicity, 108
backward-compatible stereo, 493
bag-of-words model, 364
basis
functions, 226
pursuit, 227
Bayes rule, 258
Bayesian SR formulation, 259
BDI, See black data insertion
BF, See backlight flushing
BFI, See blurred frame insertion
bilateral filter, 229
binocular
depth cue, 29
biochemical reactions, 46
bipolar cells, 9
black data insertion, 483, 487
blind
image integrity notator, 73
spot, 8
Bloch’s law, 480
block cipher, 438
block-based processing, 186
blockiness, 79
blur
estimation, 204
global blur metric, 204
motion blur, 204
out of focus, 204
pixel-level blur metric, 206
space-varying blur metric, 204
spatially variant blur, 204
quality assessment, 71
visualization, 207
incremental superimposition, 207
independent superimposition, 207
blurred frame insertion, 483, 487
blurring, 106
matrix, 260
camera responsivities, 152, 153
camera-to-object motion, 252
capture mode
still, 128
video, 128
center-surround differences, 272
charge transfer rate, 252
chosen-ciphertext attack, 439, 441, 453
chosen-plaintext attack, 439, 441, 445, 453
chromatic
aberration, 5
adaptation, 125, 168, 170, 171, 178
space, 176
cipher block chaining (CBC), 438, 439, 451
ciphertext-only attack, 439, 441, 445, 452, 453
circularly symmetric, 260
classification, 112
collective updating, 230
collinear, 177
channel correlation, 125, 141, 143
chromaticity, 177
constancy, 178
correction, 125, 126, 153, 154, 187
difference, 177
distribution, 99
enhancement, 180, 182–187, 189
array (CFA), 124, 125, 139–141, 186
gamut, 28
harmony, 100
management, 173
representation
perceptual, 174
standardized, 172
sensation, 169
space, 172
Lab, 174
opponent, 175
RGB, 172
XYZ, 173
statistics, 98
vector, 175
color-by-correlation, 179
colorfulness, 150, 151, 153, 154
colorimetric match, 154
absolute, 152
colorimetry, 151
absolute, 151
combinatorial approach, 180, 183, 189
Commission Internationale de l’Eclairage (CIE), 151–154, 172
complex cells, 13
artifacts, 252
frame dropping rates, 252
rates, 252
computational
complexity, 186, 252, 253, 270, 278, 282
efficiency, 252, 253, 263, 264, 278
concealment attack, 454
conditional probability distribution, 259
conjugate gradient, 253
conjunctive movement, 38
conspicuity maps, 272
constraint least squares, 253
contrast, 171, 185, 187, 470, 471
masking, 58, 60, 61, 65, 74, 160, 161, 267
maximization, 136
sensitivity, 60, 66, 73, 74, 266, 267
detector, 270
mask, 270
model, 267
convergence
movement, 38
rates, 262
convex cost function, 259
cornea, 3
cost function, 260, 266, 270, 275
curse of dimensionality, 223, 225
dark adaptation, 171
database, 94
DCTune, 66
decreases, 22
defective pixel, 149
degradation
depolarization, 47
depth, 105
perception, 491
depth of field, 3
descriptive models, 225
detection thresholds, 265, 280
deterministic annealing (DA), 231
dictionary, 226
coding, 435
difference of Gaussians (DoG), 273
differential mean opinion score, 62
diffraction, 3
digital
camera, 124–126, 149, 152–154, 167, 168, 178, 187
color imaging, 167
multimedia, 252
video quality metric, 74
watermarking, 432, 441, 442, 446, 453, 462, 463
diopters, 3
diplopia, 491
direct binary search, 289–291, 300, 301, 303, 304
direction, 175
direction-selective cells, 13
discomfort, 491
discrete
cosine transform (DCT), 159, 223, 226, 267, 433, 435, 436, 445, 449, 450, 452–458, 461–463
wavelet transform (DWT), 435, 449, 450, 463
disjunctive movement, 38
compression, 493
detection thresholds, 492
metric, 493
model, 492
sensitivity function, 492
distortion agnostic
no-reference QA, 69
quality assessment (QA), 72
distortion identification-based image verity and integrity evaluation, 72, 73
distributed coding, 434
divergence movement, 38
divisive normalization, 61
dominant, 320, 321, 325, 331, 336, 353
dorsal pathway, 44
dot product, 177
double-stimulus studies, 62
DRM (digital rights management), 440
DSCT, 402
duration of blur, 50
dyadic Gaussian scales, 272
eccentricity, 273
ecological perception, 37
edge, 205
linear, 156
nonlinear, 157
soft thresholding, 157
profile, 143
similarity score (ESS), 455
edge-adaptive interpolation, 196
efference copy signal, 39
electronic code book (ECB), 438, 439
ellipsoidal signal classes, 255
end-stopped cells, 13
enhancement
depth, 495
error
criteria, 260
l1-norm, 260
lp-norm, 258
error-concealment attack (ECA), 433, 445 454–460, 462, 463
execution time, 186
control, 133
proper, 130
still, 130
maximum, 135
minimum, 135
video, 130
weighting, 131
area, 131
classification, 132
modulation, 132
tonal, 131
extract-and-superimpose, 202
eye movement, 5
conjunctive, 38
convergence, 38
disjunctive, 38
divergence, 38
saccadic, 39
smooth pursuit, 39
face-related features, 108
facilitation, 22
feedback dominant phase, 45
feedforward dominant phase, 45
film speed, 127
first-generation patch models, 226, 229, 235, 241, 242
fixation points, 269
fixed-length coding (FLC), 443, 445, 449, 450
fluorescent, 171
focal length, 3
focus
analysis, 136
control, 137
region, 136
format compliance, 442–447, 449, 450
Fourier transform, 303, 304, 311, 312
foveal region, 269
fractional pixel shifts, 257
FRD, See frame rate doubling
frequency modulation, 288
Fresnel approximation, 479
FRM (underflow/overflow rate minimization), 459, 460, 462
full-reference quality assessment, 56, 57, 62, 65, 67, 69, 73–75, 79, 80
gamma correction, 153, 154, 174, 184
ganglion cells, 9
Gaussian
lens formula, 2
random variable, 257
random variables, 259
generative models, 225
geometric regularity property, 255
Gibbs prior, 259
glare, 476
global, 320–325, 327, 329–331, 334–336, 339, 343–346, 354
invariant, 229
reference color vector, 180, 183, 186
spectral characteristics, 168, 180, 186
thresholding, 265
golden-section rule, 102
gray
18 percent, 130
midtone, 130
grouping
criteria, 400
hidden Markov trees, 255
high dynamic range (HDR), 132
high-frequency detection methods, 264
entropy based, 264
gradient based, 264
high-level
attributes, 109
concept ontology, 373
semantic feature, 201
defected eyes, 201
realism, 201
simplicity, 201
high-pass operator, 259
high-resolution picture, 194, 196, 202, 204, 205
Hilbert space, 224, 226, 228, 243
histogram, 321, 323–328, 333, 339, 340, 342–344, 347–352, 354
Hodgkin-Huxley equation, 46
holographic display, 291
homomorphic encryption, 443
horizontal cells, 9
acquisition, 252
display, 252
transmission, 252
HR priors, 259
Huber-Markov random fields, 259
cancellation experiment, 26
count, 99
difference, 188
Huffman coding, 435
human
study, 94
visual
detection model, 266
sensitivity, 266
system (HVS), 124–126, 139–141, 143, 168–171, 174–176, 178, 225, 241, 253, 264, 266, 267, 269, 280, 433, 435
HVS perception, 270
hyperpolarization, 47
hysteresis, 44
illuminant, 137, 138, 168, 171, 178
voting, 179
image
acquisition, 252
browsing, 194
deblurring, 203
denoising, 203, 208, 224, 232, 234
high resolution (HR), 251, 252, 254, 265
low resolution (LR), 254, 255, 257, 275
models, 225
patches, 225
rendering, 184
representation, 175
resampling, 196
B-spline approximation, 196
bicubic filter, 196
bilinear filter, 196
decimation, 196
high-order piecewise polynomial, 196
Lanczos, 196
resolution, 252
retargeting, 198
CCD, 168
CMOS, 168
image quality assessment, 56, 65
impulse filter, 149
independent component analysis (ICA), 227
inter-pattern associations, 403, 405
International Telecommunications Union, 62, 75
interpolation, 252, 254, 260, 272, 275
adaptive, 143
bicubic, 254
bilinear, 254
coefficients, 255
edge-directed, 255
kernel-based, 256
inverse
halftoning, 224, 232, 239, 241
problem, 252, 254, 256, 262, 263
involuntary fixation mechanism, 5
iris, 4
ISO, 134
noise limited, 134
saturation limited, 134
iterative
regularized optimization, 258
super-resolution, 279
JND-based saliency detector, 274
joint multimedia encryption-encoding (JMEE), 432, 433, 441, 443–446
JPEG, 159–161, 223, 226, 238, 433, 436, 449
quality assessment, 69
standard, 267
quality assessment, 70
judder, 128
just noticeable difference (JND), 66, 74, 188, 267, 268
Karhunen-Loève transform (KLT), 226
Kerckhoffs’ principle, 438
known-plaintext attack, 439, 441, 445, 453
lateral geniculate nucleus, 11
leaky-integrator model, 46
least-squares error minimization, 259
lenticular lens, 291
light, 169
source, 168
lightness, 19, 101, 150, 175, 188
contrast, 102
line spread function, 4
linear
correlation coefficient, 63
perspective, 106
lithographic film, 287
Lloyd’s algorithm, 291, 297, 299–302, 305, 315
local
average luminance, 17
band-limited contrast, 18
color ratio, 181
gains, 183
image features, 265
non-perceptual detection thresholds, 265
reference color vector, 183
spectral characteristics, 168, 180, 186
transient, 229
locality principle, 226
log-likelihood function, 258
low-level
features, 98, 253, 263, 266, 270, 272, 282
image feature, 199
bloom, 201
blur, 194, 195, 199, 202, 204, 212
noise, 194, 195, 199, 202, 208, 215
overexposure, 201
underexposure, 201
stimuli, 266
lowpass filter, 202
luminance, 146, 147, 150, 151, 153, 175, 176
adaptation, 469
masking, 268
similarity score (LSS), 455
variations, 266
M-cells, 10
Macbeth color checker, 188
magnitude, 175
magnocellular, 10
layers, 11
pathway, 44
MAP optimization, 259
masking thresholds, 266
MCIF, See motion compensated filtering
mean
opinion score, 62
square error, 262
median operator, 261
membrane
equation, 46
potential, 46
Michelson contrast, 16
minimization
l1 norm, 276
l1-norm, 256
least-squares error, 259
regularized norm, 256, 258, 260, 279
mise-en-scène, 400
ML estimation, 259
mode of operation, 438
model vector, 370
model-data mismatch, 243
modulation transfer function, 4
cathode-ray tube (CRT), 152
liquid-crystal display (LCD), 152
monocular depth cues, 29
Monte Carlo, 232
blur, 40, 41, 127, 128, 133, 135, 480
compensated filtering, 484, 487
compensation, 445
parallax, 39
vectors, 258
motion-based video integrity evaluation, 76
motor compensation, 39
moving ghosts problem, 40
MPEG, 226, 433, 436, 440, 445, 448–450, 452, 453
MPEG-4 AVC/H.264, 436
MPEG-7 standard, 369, 374, 378
multi-frame reconstruction, 256
multi-resolution analysis, 255
multimedia delivery chain, 252
multiplicative equation, 46
naive encryption, 442
natural scene statistics, 59, 67, 69
Nernst potential, 46
neurotransmitter, 47
no-reference quality assessment, 56, 69, 73, 77, 78, 80
noise, 125, 126, 144–148, 155, 157
amplification, 126
estimation, 208
impulse, 149
power spectrum (NPS), 146, 147
chroma, 147
read, 149
reduction, 125, 126, 144–148, 158
shot, 148
variance, 259
visualization, 210
non-expansive mapping, 229
non-uniform sampler, 261
nonlinear
filter, 229
map, 229
nonlinearity, 229
nonlocal
mean denoising, 229
regularization, 230
sparse representation, 231, 240
nonparametric sampling, 224
normalized color ratio, 177, 181
Nyquist
diagram, 140
limits, 254
sampling frequency, 140
object reflectance, 171
objective quality assessment, 56, 187
oblique effect, 140
observation
constraint set, 230
model, 253, 257, 258, 274, 277
warp-blur, 260
oculomotor cues, 29
opponent
color space, 175
optic
chiasm, 11
nerve, 9
radiation, 11
tracts, 11
optical
power, 3
optokinetic nystagmus (OKN), 40
outlier, 320–322, 324, 326, 328, 335–337, 339, 354
ratio, 63
overcomplete representation, 227
P-cells, 10
Panum’s fusional area, 491
parabolic
approximation, 267
model, 267
parametric modeling, 262
partial threshold matrices, 295
parvocellular, 10
layers, 11
pathway, 44
patch-based image models, 243
patches, 223
peak signal-to-noise ratio (PSNR), 57, 67, 72, 75, 233, 454, 455, 458, 459, 462
perceived contrast, 171
perception, 169, 175, 189, 320–324, 328, 335
perceptual
automatic thresholds, 265
blur highlight, 204
cluster, 403
representation, 174
video quality metric, 75
perceptually
driven super-resolution, 253
personalized aesthetics, 115
PGA, See perceptual grouping algorithm
phase
space, 232
transition, 232
photo selection, 115
photoreceptor, 169
cones, 169
rods, 169
piecewise smoothness
constraints, 259
priors, 259
pixel density, 252
pixel-adaptive gains, 180, 186
point spread function (PSF), 4, 257, 260
positive feedback, 44
Post-Script, 287
predictive coding, 436
presbyopia, 4
primary
color, 173
prior
distribution, 259
probability, 258
a posteriori, 258
conditional distribution, 259
distribution, 258
prior HR model, 259
processing
high-level flow, 127
parameters, 134
preview, 128
video, 128
proprioceptive signal, 39
psychovisual experiment, 188
pupil, 4
pursuit movements, 6
PVEA (Perceptual Video Encryption Algorithm), 450
quality of experience, 57
radially averaged power spectral densities, 300, 301
random errors, 257
rating scale, 187
real-time
imaging, 186
processing, 252
receptive field, 10
RECOD model, 43
reduced-reference quality assessment, 56, 62
redundancy, 241
reduction, 241
redundant representations, 225
reference white, 174
refraction, 2
region
thesaurus, 367
type, 368
context, 377
ontology, 377
region-of-interest encryption, 442
regression, 113
regularization
constraint set, 230
bilateral total variation, 256
regularization term, 276
bilateral total variation, 276
regularized minimization, 262
replacement attack, 454
reproducible research, 243
reprojection, 482
reset phase, 45
resolution cells, 223
retinotopic
distance, 47
map, 37
mapping, 11
representation, 37
rhodopsin, 7
root mean squared error, 63
rule of thirds, 102
run-length coding, 435
saccadic movement, 39
saliency
saliency-based visual attention, 270, 281
salient
sampling array, 140
checkerboard, 140
diagonal, 140
horizontal and vertical, 140
luminance, 140
luminance-chrominance, 139
Nyquist frequency, 140
pattern, 140
saturation, 187
scalable encryption, 442
detail, 125
reflectance, 178
second-generation patch models, 227, 229, 242
secondary color, 173
selective
attention mask, 270
semantic gap, 360
sensor, 125
noise, 257
shape, 104
sharpness, 106, 135, 136, 145–147, 155
shot noise, 252
shunting equation, 46
shutter, 128
sign bit encryption, 441, 445, 449
simple cells, 12
simulated annealing, 230
single-stimulus studies, 62
size preservation, 444, 445, 449
small-size LCD display, 194
smooth pursuit
movement, 39
smoothness
constraints, 259
prior model, 259
Snell’s law, 2
space-time blobs, 402
spatial, 320–322, 325–327, 329–332, 334–337, 339, 340, 342–345, 348, 353, 354
composition, 102
resolution, 288
spatio-temporal information, 255
Spearman’s rank ordered correlation coefficient, 63, 73, 77
spectral power distribution, 171
spectral sensitivity, 169
SPEM, See smooth pursuit eye motion
SPIHT, 235
SSIM (structural similarity index), 455
staircase effects, 254
statistically independent, 258
steady-state adaptation, 170
stereo, 491
3D, 491
stimulus, 178
structural similarity index, 67, 68, 72, 73, 76, 79, 233
subject
colorfulness, 108
location, 108
region, 107
subject-background contrast, 108
subjective quality assessment, 56, 62, 187
subpixel
shifts, 257
subsampling, 202
sunlight, 171
super-resolution (SR), 252, 253
attentive-selective perceptual (AT-SELP), 253, 270, 272, 274, 278, 281
fusion-restoration (AT-SELP-FR), 276, 278, 279
MAP-based (AT-SELP-MAP), 275, 278, 279
Bayesian
MAP estimator, 258
maximum a posteriori (MAP), 256
maximum likelihood (ML), 258
entropy-based, 265
fusion-interpolation (FI), 255, 256, 258, 262
fusion-restoration (FR), 256, 258, 260, 262, 275
MAP-based, 253, 259, 262, 274, 278, 279, 282
maximum a posteriori (MAP), 258
model-based, 255
multi-frame, 253–255, 257, 279
non-iterative kernel-based, 252, 258, 261
non-perceptual gradient-based, 264, 265
perceptually driven, 274
selective, 279
problem, 252, 256–258, 260, 276, 279
regularized-norm minimization, 256, 258, 260, 279
perceptual (SELP), 265
perceptually driven, 264
selective perceptual (SELP), 253
solutions
Bayesian, 252
iterative, 252
non-iterative, 252
regularized optimization, 252
two-step fusion-restoration (FR), 253, 275
superior colliculus, 11
sustained channel, 44
system noise, 252
temporal
adaptation, 170
texture and pattern, 104
perceptual thumbnail, 194, 195, 199, 203, 212
ROI-based thumbnail, 194, 195, 198
signal-level thumbnail, 194–196, 215
transducer function, 493
transducing agent, 47
transient
adaptation, 171
channel, 44
transient-on-sustained inhibition, 45
transparent encryption, 432, 446
trichromacy, 25
tristimulus
coordinates, 25
tungsten, 171
tuning parameters, 260
underdetermined system, 260
unified context, 380
ontology, 381
unit sphere, 175
unsharp masking, 472
3D, 474
unsupervised clustering, 402
using object models, 420
grouping-cum recognition, 423, 427
USO (Uehara-Safavi-Ogunbona), 458–460
variable-length coding (VLC), 435, 443–445, 449
vector space, 175
ventral pathway, 44
vestibular system, 39
vestibulo-ocular reflex (VOR), 39
video
aesthetics, 116
quality metric, 75
viewing
visible
persistence, 50
vision, 169
visual
aesthetic quality, 91
assessment, 93
aesthetics, 92
assessment system, 96
attention, 253, 269, 270, 278, 280
foveated gaze attentive model (GAF), 271
frequency-tuned attention model (FT), 271
hierarchical visual attention (IT), 271
balance, 103
context, 372
cortex, 11
cues, 29
descriptor, 367
difference predictor, 66
discrimination model, 74
quality, 252, 256, 263, 269, 274, 281
assessment, 447, 452, 454, 455, 460
signal-to-noise ratio, 67
void-and-cluster (VaC), 292, 301, 309, 311–314
voluntary fixation mechanism, 5
Voronoi
centroidal tessellations, 290, 291, 297–301, 303, 304
diagrams, 290
optimization algorithm, 303
warping matrix, 260
wavelength, 169
wavelet domain, 255
Weber contrast, 15
Weber’s law, 60
Weber-Fechner law, 15
weighted sum, 257
white balancing, 125, 168, 178–180, 182, 183, 187, 189
control, 139
white world, 179
white-point correction, 125
WMSN (wireless multimedia sensor network), 434, 444
XYZ space, 173