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INPUT 32x32

Convolutions SubsamplingConvolutions

C1: feature maps 6@28x28

Subsampling

S2: f. maps6@14x14

S4: f. maps 16@5x5

C5: layer120

C3: f. maps 16@10x10

F6: layer 84

Full connectionFull connection

Gaussian connections

OUTPUT 10

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K−NN Euclidean

[deslant] K−NN Euclidean

40 PCA + quadratic

1000 RBF + linear

SVM poly 4

RS−SVM poly 5

28x28−300−10

28x28−1000−10

28x28−300−100−10

28x28−500−150−10

LeNet−4 / Local

LeNet−4 / K−NN

LeNet−5

−−−− 12.0 −−−−>

−−−− 8.4 −−−−>

−−−− 7.6 −−−−>

5

2.4

3.3

3.6

1.1

1.1

1

0.8

4.7

3.6

1.6

4.5

3.8

3.05

2.5

2.95

2.45

1.7

1.1

1.1

1.1

0.95

0.8

0.7

0 0.5 1 1.5 2 2.5 3 3.5 4 4.5 5

[dist] V−SVM poly 9

[dist] 28x28−300−10

[dist] 28x28−1000−10

[dist] 28x28−300−100−10

[dist] 28x28−500−150−10

[16x16] LeNet−1

[dist] LeNet−5

[dist] Boosted LeNet−4

LeNet−4

[16x16] Tangent Distance

[deslant] 20x20−300−10

Linear

[deslant] Linear

Pairwise

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2 3 3 4 5

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F6

Input

SDNNOutput

Compose + Viterbi

Answer

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Path Selector

Viterbi Tansformer

GcvitGvit

Viterbi Transformer

Σ

Segmentation Graph

Gseg

RecognitionTransfomer

recT

Interpretation Graph

Gint

++

[0.6](−1)[0.7](+1)

1 [0.1](−1)4 [2.4](0)

4 [0.4](−1)2 [1.3](0)

3 [0.1](0)5 [2.3](0)

3 [3.4](0)4 [4.4](0)

4 [0.6](+1)9 [1.2](0)

[0.1](+1)

+ −

"34"DesiredAnswer

WNeural NetWeights

NN NN NN NN NN

4 4 1

(−1) (+1) (−1)

4 [0.6](+1)

3 [0.1](+1)

4 [0.4](−1)3 [0.1](−1) 1 [0.1](−1)

Gc3 [3.4](0) 4 [0.6](+1)

4 [2.4](0)3 [0.1](+1)

Loss Function

Segmenter

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