Type

Size-in

Size-out

Kernel (stride)

Conv

224 × 224 × 3

112 × 112 × 64

7 × 7 × 3 (2)

Max pool

112 × 112 × 64

56 × 56 × 64

3 × 3 × 64 (2)

Inception (2)

56 × 56 × 64

56 × 56 × 192

3 × 3 × 192 (1)

Max pool

56 × 56 × 192

28 × 28 × 192

3 × 3 × 192 (2)

Inception (3a)

28 × 28 × 192

28 × 28 × 256

1 × 1 × 64 (1), 3 × 3 × 128 (1),

5 × 5 × 32 (1), 1 × 1 × 32(1)

Inception (3b)

28 × 28 × 256

28 × 28 × 320

1 × 1 × 64 (1), 3 × 3 × 128 (1),

5 × 5 × 64 (1), 1 × 1 × 64(1)

Inception (3c)

28 × 28 × 320

14 × 14 × 640

3 × 3 × 256 (2), 5 × 5 × 64 (2)

Inception (4a)

14 × 14 × 640

14 × 14 × 640

1 × 1 × 256 (1), 3 × 3 × 192 (1),

5 × 5 × 64 (1), 1 × 1 × 128(1)

Inception (4b)

14 × 14 × 640

14 × 14 × 640

1 × 1 × 224 (1), 3 × 3 × 224 (1),

5 × 5 × 64 (1), 1 × 1 × 128(1)

Inception (4c)

14 × 14 × 640

14 × 14 × 640

1 × 1 × 192 (1), 3 × 3 × 256 (1),

5 × 5 × 64 (1), 1 × 1 × 128(1)

Inception (4d)

14 × 14 × 640

14 × 14 × 640

1 × 1 × 160 (1), 3 × 3 × 288 (1),

5 × 5 × 64 (1), 1 × 1 × 128(1)

Inception (4e)

14 × 14 × 640

7 × 7 × 1024

3 × 3 × 256 (2), 5 × 5 × 128 (2)

Inception (5a)

7 × 7 × 1024

7 × 7 × 1024

1 × 1 × 384 (1), 3 × 3 × 384 (1),

5 × 5 × 128 (1), 1 × 1 × 128(1)

Inception (5b)

7 × 7 × 1024

7 × 7 × 1024

1 × 1 × 384 (1), 3 × 3 × 384 (1),

5 × 5 × 128 (1), 1 × 1 × 128(1)

Avg Pool

7 × 7 × 1024

1 × 1 × 1024

7 × 7 × 3 (1)

FC

1 × 1 × 1024

1 × 1 × 128

1024 × 128 (1)