,
,
,
,
,
, 25 1.2 gamut of the BT.709 and BT.2020 color space and HVS gamut represented with a CIE xy chromaticity diagram
, End-to-end scene-reffered workflow from the capture of light to the display of an image [31]
, End-to-end display-reffered workflow from the capture of light to the display of an image [31]
,
, L HDR in function of the luminance for (a) different diffuse white luminances, and for (b) different surround luminances
, Pre-encoding process system using the Y C b C r color space, p.40
, Pre-encoding process system using the ICtCp color space, p.41
, Example of a luma adjustment method (source [7]), p.41
, Tone-mapped examples showing improvements of the luma adjustment method (a) original image (b) classic chrominance subsampling (c) chrominance subsampling with luma adjusment method (source [45]), p.42
, 13 simplified structure of an MPEG video encoder
, QP offset dQP in function of the average luma value in 64x64 block, p.44
, 49] images: (a) The dynamic range, (b) key, (b) spatial Information
, Characteristics of the Korshunov et al. [24] images: (a) The dynamic range, (b) key, (c) spatial Information
, 50] images: (a) The dynamic range, (b) key, (c) spatial Information
, PU function and gamma function
, , p.61
,
, Example of a pair of images presented to the viewer, p.69
, Proposed subjective tests scale
, The dynamic range, (b) key, (c) spatial Information, Characteristics of the HDdtb images: (a)
, Example of compression artifacts on the image Showgirl: (a) The original image, (b) Compressed image, Qp 39, with Chroma Qp adaptation, (c) Compressed image, Qp 39, without Chroma Qp adaptation
, The image Market3: (a) The original image, (b) with Gaussian noise on the chroma (SNR=0.5)
, The original image, (b) gamut mismatch: BT.2020 image displayed as a BT.709 image (c) gamut mismatch: BT.709 image displayed as a BT.2020 images, The image MasonLake(1) under three conditions: (a)
, 80 3.10 MOS obtained from naive viewer in function of MOS obtained from expert, MOS score obtained from 14 naive viewers in function of the, p.81
, MOS score obtained from 9 experts in function of the, p.81
, The dynamic range, (b) key, (c) spatial Information, Characteristics of the 4Kdtb images: (a)
, with Chroma Qp adaptation, (c) Compressed image, Qp 36, without Chroma Qp adaptation, (d) Compressed image, Qp 36, 8 bits quantization for the chrominance, The image Regatta_11s under three conditions: (a) The original image, (b) Compressed image, vol.36
, Histogram of the repartition of 4Kdtb MOS score
, MOS score obtained for the database 4Kdtb in function of the Qp, p.90
, Real display spectral emissions (a) Blue component (b) Green component (c) Red component
, Unrealistic spectral emissions (a) Blue component (b) Green component (c) Red component
, HDR-VDP2 score for two different spectrums (Sim2 HDR display and Sony BVM-X300 display) applied on the database HDdtb
, Performance of HDR-VDP-2 in function of the surround luminance for (a) existing database (b) the proposed database HDdtb
, HDR-VDP2 score for two different surround luminance applied on the database Narwaria et al
, HDR-VDP2 score for different angular resolutions applied on the database Korshunov et al. (a) 20 pix/deg in function of 60 pix/deg (b) 30 pix/deg in function of 60 pix/deg (c) 80 pix/deg in function of 60 pix/deg
, MOS scores and HDR-VDP-2 scores in function of Qp for the image Regatta_24s of the database 4Kdtb
, Diagram of the proposed method to adapt SDR metrics to HDR/WCG contents, vol.108
, Different perceptually uniform luminances as a function of the linear luminance: (a) for the range 0-1000 cd/m 2 , (b) for the range 0-150 cd/m 2, p.109
, 3 SROCC performances for the 4Kdtb database for color-blind quality metrics (a) and for color quality metrics (b)
, 4 SROCC performances for the Zerman et al. database for color-blind quality metrics (a) and for color quality metrics (b)
, 5 SROCC performances for the HDdtb database for color-blind quality metrics (a) and for color quality metrics (b)
, 6 SROCC performances for the Korshunov et al. database for color-blind quality metrics (a) and for color quality metrics (b)
, SROCC performances for the Narwaria et al. database for color-blind quality metrics (a) and for color quality metrics (b)
, (c) SSIM HDR-Lab in function of the diffuse white luminance
, Subjective and objective scores for the image Regatta_24s and for 6 metrics based on the ICtCp color space
, 121 6.2 HDR-VDP-2 score in fonction of MOS for (a) The complete TID2013 database, (b) the TID2013 database without the distortion: "change in color saturation
, HDR-VDP-2 CtCp scores without the chrominance subbands in function of HDR-VDP-2 CtCp with the chrominance subbands (using median weights) (Database: 4Kdtb), p.129
, HDR-VDP-2 CtCp (median weights), Luminance weights w f of (a) HDR-VDP-2 and (b)
, 5 the distribution of the value taken by each w f weight for HDR-VDP-2 CtCp, p.130
, Architecture of the proposed full-reference HDR quality metric, p.134
, The 4Kdtb image Bike_ 81s (a) and the distortion map CS 5 az obtained for the image compressed with a Qp of 20 with (b) a quantization of 10 bits for the chrominances (c) a quantization of 8 bits for the chrominances
, The 4Kdtb image Bike_ 81s (a) and the distortion map CS 5 bz obtained for the image compressed with a Qp of 20 with (b) a quantization of 10 bits for the chrominances (c) a quantization of 8 bits for the chrominances
, HDR-VDP2 score in function of MOS (a) before the INLSA algorithm (b) after the INLSA algorithm
, Subjective and objective scores in function of HEVC Qp for the images (a) Bike_110s (b) Bike_20s (c) Bike_30s (d) Bike_30s
, Subjective and objective scores in function of HEVC Qp for the images (a)Regatta_11s (b) Regatta_24s (c) Regatta_80s (d) Regatta_95s
, [93]) of Narwaria et al. reference images. From left to right and from top to bottom: (a) Apartment_float_o15C (b) bausch_ lot (c) carpark_ ivc (d) CD1_serie2 (e) forest_path (f) lake (g) Light
, House072 (h) moto (i) office_ivc (j) outro022168
, Tone-mapped version (Reinhard et al. TMO [93]) of Zerman et al. reference images. From left to right and from top to bottom: (a) AirBellowsGap (b) Balloon (c)
, FireEater (d) LasVegasStore (e) Market3 (f) MasonLake(1) (g) RedwoodSunset
, Showgirl (i) Typewriter (j) UpheavalDome
, Tone-mapped version (Reinhard et al. TMO [93]) of Korshunov et al. reference images. From left to right and from top to bottom: (a), p.2
, CanadianFalls (d) DevilsBathtub (e) dragon_ 3 (f) HancockKitchenInside (g)
, LasVegasStore (i) McKeesPub (j) MtRushmore2 (k) set18 (l) set22 (m) set23 (n) set24 (o) set31 (p) set33 (q) set70 (r) showgirl (s) sintel_ 2 (t) WillyDesk
, Tone-mapped version (Reinhard et al. TMO [93]) of the HDdtb reference images. From left to right and from top to bottom: (a) FireEater (b) LasVegasStore (c)
, Market3 (d) MasonLake(1) (e) RedwoodSunset (f) Showgirl (g) Typewriter (h)
,
, 93]) of the 4Kdtb reference images. From left to right and from top to bottom: (a) Bike_ 20s (b) Bike_ 30s (c) Bike_ 81s (d) Bike_ 110s (e) Regatta_ 11s (f) Regatta_ 24s (g) Regatta_ 80s (h) Re-gatta_ 95s
, Subjective and objective scores for the image Bike_20s
, Subjective and objective scores for the image Bike_30s
, Subjective and objective scores for the image Bike_81s
, Subjective and objective scores for the image Bike_110s
, Subjective and objective scores for the image Regatta_11s, p.174
, Subjective and objective scores for the image Regatta_24s, p.175
, Subjective and objective scores for the image Regatta_80s, p.175
, Subjective and objective scores for the image Regatta_95s
, Chromaticity coordinates for the color primaries and the white point of BT.709 and the BT.2020 color space
,
,
, Description of HDdtb images (FireEater, LasVegasStore and Market3), p.73
, RedwoodSunset and Showgirl), Description of HDdtb images, p.74
, Description of HDdtb images (Typewriter, UpheavalDome), p.75
, 84 3.5 characteristics of 4Kdtb images (Bike_81s, Bike_30s and Regatta_11s), characteristics of 4Kdtb images (Bike_110s and Bike_20s), p.86
,
, Performance indexes of HDR-VDP-2 for Zerman, p.95
, Performance indexes of HDR-VDP-2 on HDdtb
, SROCC for the 4Kdtb database with and without downsampling the images, p.100
, SROCC of the existing quality metrics on the considered databases, p.101
, SROCC for the HDdtb database with and without the gamut mismatch artifact, vol.112
, 2 SROCC for the HDdtb database for three metrics based on J z a z b z , J z a z b z and HDR-Lab 1000
, Performance in term of SROCC of the proposed metric trained with different databases and HDR-VDP-2
, 2 characteristics of the training databases
, Median SROCC across 1000 Train-Test Combinations database by database, p.127
, SROCC of metrics with the median weights for the training databases, p.128
, SROCC of metrics with the median weights on the validation databases, p.128
, Median performances across 1000 Train-Test Combinations on the test set, p.139
, Median SROCC across 1000 Train-Test Combinations database by database, p.140
, Performances of several metrics for (a) the complete database HDdtb (b) Only the HDdtb images with compression artifacts
, PCC of the different color-blind quality metrics on the considered databases, p.165
, PCC of the different color quality metrics on the considered databases, p.166
, SROCC of the different color-blind quality metrics on the considered databases, vol.167
, SROCC of the different color quality metrics on the considered databases, p.168
, OR of the different color-blind quality metrics on the considered databases, p.169
, OR of the different color quality metrics on the considered databases, p.170
, RMSE of the different color-blind quality metrics on the considered databases, p.171
, RMSE of the different color quality metrics on the considered databases, p.172
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