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Non-Final Office Action mailed Oct. 5, 2009, for U.S. Appl 10/919,226, filed Aug. 16, 2004. Non-Final Office Action mailed Oct. 7, 2009, for U.S. Appl 12/119,614, filed May 13, 2008.

Non-Final Office Action mailed Oct. 29, 2009, for U.S. Appl.

12/194,148, filed Aug. 19, 2008.

Non-Final Office Action mailed Sep. 17, 2010, for U.S. Appl.

11/690,834, filed Mar. 25, 2007.

Non-Final Office Action mailed Sep. 21, 2010, for U.S. Appl.

10/773,092, filed Feb. 4, 2004.

Notice of Allowance mailed Dec. 17, 2010, for U.S. Appl.

11/765,899, filed Jun. 20,2007. Notice of Allowance mailed Feb. 1, 2010, for U.S. Appl. 10/919,226, filed Aug. 16, 2004.

Notice of Allowance mailed Feb. 19, 2010, for U.S. Appl.

12/119,614, filed May 13, 2008.

Notice of Allowance mailed Feb. 19, 2010, for U.S. Appl.

12/194,148, filed Aug. 19,2008. Notice of Allowance mailed Jun. 27, 2010, for U.S. Appl. 12/192,897, filed Aug. 15, 2008.

Notice of Allowance mailed Nov. 18, 2009, for U.S. Appl.

11/282,954, filed Nov. 18, 2005.

Page 10 No. Notice of Allowance mailed Oct. 22, 2010, for U.S. Appl. No. 12/187,763, filed Aug. 7, 2008. N°~ Notice of Allowance mailed Oct. 28, 2010, for U.S. Appl. No. NO 12/192,335, filed Aug. 15,2008. ' Notice of Allowance mailed Oct. 28, 2010, for U.S. Appl. No. NO‘ 11/690,834, filed Mar. 25, 2007. Patent Abstracts of Japan, publication No. 2000050062, Image Input NO, Device, application No. 10-217124, published Feb. 18, 2000, 1 page. United Kingdom Search Report dated May 22, 2007, issued in AppliN0, cation No. GB 0701957.3. U.S. Appl. No. 10/170,511, filed Jun. 12, 2002, inventor Michael J. No. DeLuca. U.S. Appl. No. 10/608,772, entitled “Method ofimproving orientaN0- tion and color balance of images mages using face detection information”, filed Jun. 26, 2003. N9 U.S. Appl. No. 10/772,767, filed Feb. 4, 2004, by inventors Michael J . DeLuca, et al. No

No

U.S. Appl. No. 11/217,788, filed Aug. 30, 2005, inventors Eran Steinberg, et al.

* cited by examiner

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1
0.9
0.8
Q" 0.?
£1)
5 Q5 Grayscale
L? Ree GN
9, U5 —I— CIELAB bl\l
"5 —~— |i|2|? SChl\l
2 0.4 + |il2 eciiu
E
S Gs
0.2
0.1 _
A ‘ i
U I I I I I
U 5 10 15 20 25

Fig. 3. Cumulative histogram of pointtopoint boundary errors after applying the (PIE) models on PIE Subset 1 (seen images).

0 5-
@— G-rayscale
0.45 —e- RGEI GM
I— CIELAB GN
U4 —-— lil2l3SChl\l
—><— l1l2 SChN
0.35
5* U3
E
%
U025
E
LL 02
U 15
Oi
0 O5

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0 ‘I
Pt—Cnr (pixels)

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Fig. 4. Histogram of point-to-curve boundary errors after applying the (PIE) models on PIE Subset 2 (unseen images).

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Fig. 5. Cumulative histogram of point-to-point boundary errors after applying the (PIE) models

10 15 20 25
F>t—F>t (pixels)

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Fig 6. Actual dx vs. predicted dx displacements for (PIE) RGB GN model applied on PIE

actual dx (pixels)

Subset 2.

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Fig. 7. Actual dx vs. predicted dx displacements for (PIE) CIELAB GN model applied on PIE Subset 2.

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T I'II2I3 SCHN
su-

predicted dx (pixels)

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actual dx (pixels)

Fig. 8. Actual dx vs. predicted dx displacements for (PIE) l1I2I3 SChN model applied on PIE Subset 2.

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