MIRU2020 発表資料

1. 1

2. 21
Healthy
Disease (1)
(a)
Original
(b)
Grayscale
(c)
Colored
(d)
CIEDE2000
(f)
Residual
(e)
AnoGAN output
RGB Grayscale
GeneratorG
U-net
Discriminator
Normal Data
Real or Fake
Real pair Fake pair
Convert
Model Training (Pix2pix learns color reconstruction)
RGB Grayscale
Unseen Data
Convert
Anomaly Detection
Pix2pix Color Reconstructor
Reconstructed by pix2pix
CIEDE 2000 Color Difference
Anomalies
Reconstruct
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Ic<latexit sha1_base64="i9s61+eQmGTKGkZo5a4UNkUnBpo=">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</latexit>
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Ig<latexit sha1_base64="ypjdIlUEGv+lS4tVsJCqaFPjI9M=">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</latexit>
Ig<latexit sha1_base64="ypjdIlUEGv+lS4tVsJCqaFPjI9M=">AAACbXichVHLSsNAFD2N7/poVQRBEbFUXZVJFRRXBTe6q61V8UFJ0mkNzYtkWtDiD7gWXIiCgoj4GW78ARd+grhwoeDGhTdpQFTUGzJz5sw9d87MVR1D9wRjDxGppbWtvaOzK9rd09sXi/cPrHl2zdV4QbMN291QFY8busULQhcG33BcrpiqwdfV6qK/v17nrqfb1qrYc/iOqVQsvaxriiBqc1u1jVJj+aBYKcYTLMWCGP8J5BAkEEbWjl9hGyXY0FCDCQ4LgrABBR59W5DB4BC3gwZxLiE92Oc4QJS0NcrilKEQW6WxQqutkLVo7df0ArVGpxj0u6QcR5Lds2v2wu7YDXtk77/WagQ1fC97NKtNLXeKscPh/Nu/KpNmgd1P1Z+eBcqYD7zq5N0JGP8WWlNf3z9+yS/kko1JdsGeyP85e2C3dAOr/qpdrvDcCaLUAPn7c/8Ea+mUPJNKr8wmMtlMsxWdGMEEpum955DBErIo0LkWjnCKs8izNCSNSmPNVCkStm8QX0Ka+gCJ8I4w</latexit>
Ic<latexit sha1_base64="i9s61+eQmGTKGkZo5a4UNkUnBpo=">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</latexit>
ˆI0
c<latexit sha1_base64="M2glWKhKK6TfvUibMihNJotcM+I=">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</latexit>
I0
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˜Ic<latexit sha1_base64="JkflUb1+jftzL6t7L1IVfhRLFIE=">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</latexit>
AnoGAN anomaly scoreCIEDE2000 anomaly score

3. 32

4. 42

5. 53

6. 6

7. 73
RGB Grayscale
GeneratorG
U-net
Discriminator
Normal Data
Real or Fake
Real pair Fake pair
Convert
Model Training (Pix2pix learns color reconstruction)
RGB Grayscale
Unseen Data
Convert
Anomaly Detection
Pix2pix Color Reconstructor
Reconstructed by pix2pix
CIEDE 2000 Color Difference
Anomalies
Reconstruct
Ig<latexit sha1_base64="ypjdIlUEGv+lS4tVsJCqaFPjI9M=">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</latexit>
Ic<latexit sha1_base64="i9s61+eQmGTKGkZo5a4UNkUnBpo=">AAACbXichVHLSsNAFD2Nr1ofrYogKFIsPlZlWgXFVcGN7vqwD2xLSeK0hqZJSNJCLf0B14ILUVAQET/DjT/gwk8QFy4U3LjwNimIFvWGzJw5c8+dM3MlQ1Usm7FHj9DXPzA45B32jYyOjfsDE5MZS6+bMk/LuqqbOUm0uKpoPG0rtspzhsnFmqTyrFTd6uxnG9y0FF3btZsGL9bEiqaUFVm0idorSLq639ppl+RSIMTCzIlgL4h0QQjdiOuBaxSwDx0y6qiBQ4NNWIUIi748ImAwiCuiRZxJSHH2OdrwkbZOWZwyRGKrNFZole+yGq07NS1HLdMpKv0mKYNYZA/shr2ye3bLntjHr7VaTo2OlybNkqvlRsl/NJN6/1dVo9nGwZfqT882ythwvCrk3XCYzi1kV984PHlNbSYXW0vskj2T/wv2yO7oBlrjTb5K8OQpfNSAyM/n7gWZaDiyGo4m1kKxeMxthRezWMAKvfc6YthGHGk6V8MxznDueRGmhTlh3k0VPN32TeFbCMufgfCOLA==</latexit>
G(Ig)<latexit sha1_base64="RxhJHYxaev/TJTHPge/qWgb1lD8=">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</latexit>
Ig<latexit sha1_base64="ypjdIlUEGv+lS4tVsJCqaFPjI9M=">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</latexit>
Ig<latexit sha1_base64="ypjdIlUEGv+lS4tVsJCqaFPjI9M=">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</latexit>
Ic<latexit sha1_base64="i9s61+eQmGTKGkZo5a4UNkUnBpo=">AAACbXichVHLSsNAFD2Nr1ofrYogKFIsPlZlWgXFVcGN7vqwD2xLSeK0hqZJSNJCLf0B14ILUVAQET/DjT/gwk8QFy4U3LjwNimIFvWGzJw5c8+dM3MlQ1Usm7FHj9DXPzA45B32jYyOjfsDE5MZS6+bMk/LuqqbOUm0uKpoPG0rtspzhsnFmqTyrFTd6uxnG9y0FF3btZsGL9bEiqaUFVm0idorSLq639ppl+RSIMTCzIlgL4h0QQjdiOuBaxSwDx0y6qiBQ4NNWIUIi748ImAwiCuiRZxJSHH2OdrwkbZOWZwyRGKrNFZole+yGq07NS1HLdMpKv0mKYNYZA/shr2ye3bLntjHr7VaTo2OlybNkqvlRsl/NJN6/1dVo9nGwZfqT882ythwvCrk3XCYzi1kV984PHlNbSYXW0vskj2T/wv2yO7oBlrjTb5K8OQpfNSAyM/n7gWZaDiyGo4m1kKxeMxthRezWMAKvfc6YthGHGk6V8MxznDueRGmhTlh3k0VPN32TeFbCMufgfCOLA==</latexit>
ˆI0
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I0
c<latexit sha1_base64="vQGyz5r2ndomxqKInXuPP4SrreA=">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</latexit>
˜Ic<latexit sha1_base64="JkflUb1+jftzL6t7L1IVfhRLFIE=">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</latexit>
Ic Ig
Ic Ig
G : Ig ↦ Ic
Ic Ig true
Ic G(Ig) fake
D

8. 84
G(x)
x
y
x
RGB Grayscale
Unseen Data
Convert
Anomaly Detection
Pix2pix Color Reconstructor
Reconstructed by pix2pix
CIEDE 2000 Color Difference
Anomalies
Reconstruct
ˆI0
c<latexit sha1_base64="M2glWKhKK6TfvUibMihNJotcM+I=">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</latexit>
I0
c<latexit sha1_base64="vQGyz5r2ndomxqKInXuPP4SrreA=">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</latexit>
˜Ic<latexit sha1_base64="JkflUb1+jftzL6t7L1IVfhRLFIE=">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</latexit>
G
I′c
̂I′c
di I′c(xi) ̂I′c(xi)
˜Ic
,

9. ΔdCIEDE2000 =
(
ΔL′
kL ⋅ SL
)
2
+
(
ΔC′
kC ⋅ SC )
2
+
(
ΔH′
kH ⋅ SH
)
2
+ RT
(
ΔC′
kC ⋅ SC ) (
ΔH′
kH ⋅ SH
)
Gaurav Sharma,“The CIEDE2000 Color-Difference Formula: Implementation Notes, Supplementary Test
Data, and Mathematical Observations”

10. 10
76
76
100

11. 11

12. 12
F1 AUC
0.94 0.94 0.94 0.99
AnoGAN 0.92 0.92 0.92 0.97

13. 13
Carpet 280 28 89
Leather 245 32 92
Pill 267 26 141
Tile 230 33 84
Wood 247 19 60
Carpet Leather Pill Tile Wood

14. 14
Carpet Leather Pill Tile Wood

15. 15
61.24 ± 17.21 ms 62.09 ± 18.33 ms
AnoGAN 3,884 ± 1,138 ms 4,574 ± 1,538 ms

17. 17
361
336
280

18. 18