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Deep Hybrid Real and Synthetic Training for Intrinsic Decomposition

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(1)

Supplementary Results

Deep Hybrid Real and Synthetic Training for Intrinsic Decomposition

EGSR 2018

(2)

Results

We include the full images for all comparisons in the paper.

We place our results between other methods so that

comparisons could be made by flipping back and forth

between them.

(3)

Figure 1

(4)

Input

(5)

Shi et al. [2017], WHDR = 75.70%

Reflectance Shading

(6)

Ours, WHDR = 6.61%

Reflectance Shading

(7)

Narihira et al. [2015], WHDR = 36.03%

Reflectance Shading

(8)

Ours, WHDR = 6.61%

Reflectance Shading

(9)

Zhou et al. [2015], WHDR = 11.48%

Reflectance Shading

(10)

Ours, WHDR = 6.61%

Reflectance Shading

(11)

Nestmeyer et al. [2017], WHDR = 7.35%

Reflectance Shading

(12)

Ours, WHDR = 6.61%

Reflectance Shading

(13)

Figure 3

(14)

Input

(15)

Only synthetic

Reflectance Shading

(16)

Our full method

Reflectance Shading

(17)

Only real

Reflectance Shading

(18)

Figure 6

(19)

Input

(20)

Without bilateral

Reflectance Shading

(21)

With bilateral

Reflectance Shading

(22)

Figure 7

(23)

Input

(24)

Zhou et al. [2015]

Reflectance Shading

(25)

Ours

Reflectance Shading

(26)

Figure 9

(27)

SOFA Input

(28)

SOFA Bi et al. [2015], WHDR = 18.11%

Reflectance Shading

(29)

SOFA Ours, WHDR = 9.62%

Reflectance Shading

(30)

SOFA Zhou et al. [2015], WHDR = 11.22%

Reflectance Shading

(31)

SOFA Ours, WHDR = 9.62%

Reflectance Shading

(32)

SOFA Narihira et al. [2015], WHDR = 47.98%

Reflectance Shading

(33)

SOFA Ours, WHDR = 9.62%

Reflectance Shading

(34)

SOFA Shi et al. [2017], WHDR = 55.88%

Reflectance Shading

(35)

SOFA Ours, WHDR = 9.62%

Reflectance Shading

(36)

SOFA Nestmeyer et al. [2017], WHDR = 11.01%

Reflectance Shading

(37)

SOFA Ours, WHDR = 9.62%

Reflectance Shading

(38)

KITCHEN

Input

(39)

KITCHEN

Bi et al. [2015], WHDR = 6.11%

Reflectance Shading

(40)

KITCHEN

Ours, WHDR = 4.41%

Reflectance Shading

(41)

KITCHEN

Zhou et al. [2015], WHDR = 11.27%

Reflectance Shading

(42)

KITCHEN

Ours, WHDR = 4.41%

Reflectance Shading

(43)

KITCHEN

Narihira et al. [2015], WHDR =46.50%

Reflectance Shading

(44)

KITCHEN

Ours, WHDR = 4.41%

Reflectance Shading

(45)

KITCHEN

Shi et al. [2017], WHDR = 53.50%

Reflectance Shading

(46)

KITCHEN

Ours, WHDR = 4.41%

Reflectance Shading

(47)

KITCHEN

Nestmeyer et al. [2017], WHDR = 7.27%

Reflectance Shading

(48)

KITCHEN

Ours, WHDR = 4.41%

Reflectance Shading

(49)

CUPBOARD

Input

(50)

CUPBOARD

Bi et al. [2015], WHDR = 24.49%

Reflectance Shading

(51)

CUPBOARD

Ours, WHDR = 10.45%

Reflectance Shading

(52)

CUPBOARD

Zhou et al. [2015], WHDR = 23.59%

Reflectance Shading

(53)

CUPBOARD

Ours, WHDR = 10.45%

Reflectance Shading

(54)

CUPBOARD

Narihira et al. [2015], WHDR = 51.23%

Reflectance Shading

(55)

CUPBOARD

Ours, WHDR = 10.45%

Reflectance Shading

(56)

CUPBOARD

Shi et al. [2017], WHDR = 31.79%

Reflectance Shading

(57)

CUPBOARD

Ours, WHDR = 10.45%

Reflectance Shading

(58)

CUPBOARD

Nestmeyer et al. [2017], WHDR = 17.37%

Reflectance Shading

(59)

CUPBOARD

Ours, WHDR = 10.45%

Reflectance Shading

(60)

LIVING ROOM

Input

(61)

LIVING ROOM

Bi et al. [2015], WHDR = 17.33%

Reflectance Shading

(62)

LIVING ROOM

Ours, WHDR = 24.70%

Reflectance Shading

(63)

LIVING ROOM

Zhou et al. [2015], WHDR = 37.26%

Reflectance Shading

(64)

LIVING ROOM

Ours, WHDR = 24.70%

Reflectance Shading

(65)

LIVING ROOM

Narihira et al. [2015], WHDR = 47.57%

Reflectance Shading

(66)

LIVING ROOM

Ours, WHDR = 24.70%

Reflectance Shading

(67)

LIVING ROOM

Shi et al. [2017], WHDR = 49.70%

Reflectance Shading

(68)

LIVING ROOM

Ours, WHDR = 24.70%

Reflectance Shading

(69)

LIVING ROOM

Nestmeyer et al. [2017], WHDR = 20.05%

Reflectance Shading

(70)

LIVING ROOM

Ours, WHDR = 24.70%

Reflectance Shading

(71)

OFFICE

Input

(72)

OFFICE

Bi et al. [2015], WHDR = 15.96%

Reflectance Shading

(73)

OFFICE

Ours, WHDR = 17.48%

Reflectance Shading

(74)

OFFICE

Zhou et al. [2015], WHDR = 17.39%

Reflectance Shading

(75)

OFFICE

Ours, WHDR = 17.48%

Reflectance Shading

(76)

OFFICE

Narihira et al. [2015], WHDR = 38.69%

Reflectance Shading

(77)

OFFICE

Ours, WHDR = 17.48%

Reflectance Shading

(78)

OFFICE

Shi et al. [2017], WHDR = 46.60%

Reflectance Shading

(79)

OFFICE

Ours, WHDR = 17.48%

Reflectance Shading

(80)

OFFICE

Nestmeyer et al. [2017], WHDR = 14.24%

Reflectance Shading

(81)

OFFICE

Ours, WHDR = 17.48%

Reflectance Shading

(82)

Figure 10

(83)

BEDROOM

Input

(84)

BEDROOM

Zoran et al. [2015], WHDR = 16.10%

Reflectance Shading

(85)

BEDROOM

Ours, WHDR = 6.94%

Reflectance Shading

(86)

LOUNGE

Input

(87)

LOUNGE

Zoran et al. [2015], WHDR = 28.99%

Reflectance Shading

(88)

LOUNGE

Ours, WHDR = 24.36%

Reflectance Shading

(89)

Figure 11

(90)

Input

Input image 1 Input image 2

(91)

Ours

Reconstructed image 1 MPRE( ି૛): 0.41

Reconstructed image 2 MPRE( ି૛): 0.85

(92)

Bi et al. [2015]

Reconstructed image 1 MPRE( ି૛): 2.89

Reconstructed image 2 MPRE( ି૛): 5.45

(93)

Ours

Reconstructed image 1 MPRE( ି૛): 0.41

Reconstructed image 2 MPRE( ି૛): 0.85

(94)

Zhou et al. [2015]

Reconstructed image 1 MPRE( ି૛): 0.73

Reconstructed image 2 MPRE( ି૛): 1.62

(95)

Ours

Reconstructed image 1 MPRE( ି૛): 0.41

Reconstructed image 2 MPRE( ି૛): 0.85

(96)

Zoran et al. [2015]

Reconstructed image 1 MPRE( ି૛): 1.19

Reconstructed image 2 MPRE( ି૛): 3.04

(97)

Ours

Reconstructed image 1 MPRE( ି૛): 0.41

Reconstructed image 2 MPRE( ି૛): 0.85

(98)

Nestmeyer et al. [2017]

Reconstructed image 1 MPRE( ି૛): 0.50

Reconstructed image 2 MPRE( ି૛): 1.13

(99)

Ours

Reconstructed image 1 MPRE( ି૛): 0.41

Reconstructed image 2 MPRE( ି૛): 0.85

(100)

Figure 12

(101)

Input

(102)

Bi et al. [2015]

(103)

Ours

(104)

Zhou et al. [2015]

(105)

Ours

(106)

Narihira et al. [2015]

(107)

Ours

(108)

Shi et al. [2017]

(109)

Ours

(110)

Nestmeyer et al. [2017]

(111)

Ours

(112)

Figure 13

(113)

Input

(114)

Ground truth

Reflectance Shading

(115)

Zoran et al. [2015]

Reflectance

si-MSE( ି૛): 1.39

Shading

si-MSE( ି૛): 3.08

(116)

Ours

Reflectance

si-MSE( ି૛): 0.95

Shading

si-MSE( ି૛): 2.17

(117)

Narihira et al. [2015]

Reflectance

si-MSE( ି૛): 1.05

Shading

si-MSE( ି૛): 3.10

(118)

Ours

Reflectance

si-MSE( ି૛): 0.95

Shading

si-MSE( ି૛): 2.17

(119)

Nestmeyer et al. [2017]

Reflectance

si-MSE( ି૛): 1.04

Shading

si-MSE( ି૛): 3.22

(120)

Ours

Reflectance

si-MSE( ି૛): 0.95

Shading

si-MSE( ି૛): 2.17

(121)

END

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