Table 2.
Block | Name/Size | No. of Filters | Output Feature Map Size (Width × Height × Number of Channel) |
---|---|---|---|
Dense Block-1 | Conv-1_1*/3 × 3 × 3 | 64 | 300 × 400 × 64 |
Conv-1_2*/3 × 3 × 64 | 64 | ||
Cat-1 | - | 300 × 400 × 128 | |
Transition layer-1 | B-Conv-1/1 × 1 | 64 | 300 × 400 × 64 |
Pool-1/2 × 2 | - | 150 × 200 × 64 | |
Dense Block-2 | Conv-2_1*/3 × 3 × 64 | 128 | 150 × 200 × 128 |
Conv-2_2*/3 × 3 × 128 | 128 | ||
Cat-2 | - | 150 × 200 × 256 | |
Transition layer-2 | B-Conv-2/1 × 1 | 128 | 150 × 200 × 128 |
Pool-2/2 × 2 | - | 75 × 100 × 128 | |
Dense Block-3 | Conv-3_1*/3 × 3 × 128 | 256 | 75 × 100 × 256 |
Conv-3_2*/3 × 3 × 256 | 256 | ||
Cat-3 | - | 75 × 100 × 512 | |
Conv-3_3*/3 × 3 × 256 | 256 | 75 × 100 × 256 | |
Cat-4 | - | 75 × 100 × 768 | |
Transition layer-3 | B-Conv-3/1 × 1 | 256 | 75 × 100 × 256 |
Pool-3/2 × 2 | - | 37 ×50 × 256 | |
Dense Block-4 | Conv-4_1*/3 × 3 × 256 | 512 | 37 ×50 × 512 |
Conv-4_2*/3 × 3 × 512 | 512 | ||
Cat-5 | - | 37 ×50 × 1024 | |
Conv-4_3*/3 × 3 × 512 | 512 | 37 ×50 × 512 | |
Cat-6 | - | 37 ×50 × 1536 | |
Transition layer-4 | B-Conv-4/1 × 1 | 512 | 37 ×50 × 512 |
Pool-4/2 × 2 | - | 18 × 25 × 512 | |
Dense Block-5 | Conv-5_1*/3 × 3 × 512 | 512 | 18 × 25 × 512 |
Conv-5_2*/3 × 3 × 512 | 512 | ||
Cat-7 | - | 18 × 25 × 1024 | |
Conv-5_3*/3 × 3 × 512 | 512 | 18 × 25 × 512 | |
Cat-8 | - | 18 × 25 × 1536 | |
Transition layer-5 | B-Conv-5/1 × 1 | 512 | 18 × 25 × 512 |
Pool-5/2 × 2 | - | 9 × 12 × 512 |