| 1 |
Acquisition |
2-D CXR and 2-D CT slices |
3-D Volume |
| 2 |
Modality |
CXR and CT slice |
3-D CT or PET |
| 3 |
Frame Processing |
Single frame processing at a time |
Spatially oriented joint processing |
| 4 |
Statistical Processing |
Pixel processing |
Voxel processing |
| 5 |
Segmented Coverage |
Limited |
Complete |
| 6 |
Architecture Type |
FC-DenseNet103 [57], UNet [72]
|
DenseNet121-FPN [63]
|
| 7 |
Arch. Complexity |
Less complex (fewer #layers) |
More complex (more #layers) |
| 8 |
Parameters Adapted |
∼11.6 million |
∼8 million |
| 9 |
Convolution Filters |
2-D Convolution filter |
3-D Convolution filter |
| 10 |
Processing Speed |
Faster, due to low volume |
Slower, due to the large volume |
| 11 |
Memory Size |
Consumes low memory |
Consumes high memory |
