GAN Medical CT Evaluation Report

Patient: EM31082020

Slice 70 Targeting Evaluation

Patient Information

Patient ID: EM31082020

Model: cytran

Slice: Slice_70

Slice Thickness: 3.0mm

Conversion: NATIVE β†’ VENOUS

πŸ“Š Download Metrics

πŸ“₯ Download CSV Metrics (patient_EM31082020_metrics.csv)

Contains all 4 metric datasets: Network-Normalized, Hounsfield Units, Lung Window, and Mediastinum Window

Native→Venous Translation Metrics (Generated Venous vs Real Venous)

Targeted Slice 70 - Network-Normalized Analysis (Generated vs Real Venous)

0.886
SSIM Score
0.090
RMSE
0.037
MAE

Average Network-Normalized Metrics Across All Slices (17 slices) - Generated vs Real Venous

0.908
SSIM Score (Avg)
0.079
RMSE (Avg)
0.033
MAE (Avg)

Targeted Slice 70 - HU-Space Analysis (Generated vs Real Venous)

0.886
HU SSIM
89.9
HU RMSE
37.4
HU MAE

Average HU-Space Metrics Across All Slices (17 slices) - Generated vs Real Venous

0.908
HU SSIM (Avg)
79.3
HU RMSE (Avg)
33.1
HU MAE (Avg)

Targeted Slice 70 - Lung Window Analysis (Generated vs Real Venous)

0.797
Lung SSIM
87.2
Lung RMSE
35.8
Lung MAE

Average Lung Window Metrics Across All Slices (17 slices) - Generated vs Real Venous

0.814
Lung SSIM (Avg)
75.4
Lung RMSE (Avg)
31.0
Lung MAE (Avg)

Targeted Slice 70 - Mediastinum Window Analysis (Generated vs Real Venous)

0.807
Mediastinum SSIM
37.0
Mediastinum RMSE
13.2
Mediastinum MAE

Average Mediastinum Window Metrics Across All Slices (17 slices) - Generated vs Real Venous

0.797
Mediastinum SSIM (Avg)
32.0
Mediastinum RMSE (Avg)
11.2
Mediastinum MAE (Avg)

Image Grid

4Γ—3 grid: Rows show different image types (Original NATIVE, Reconstructed NATIVE, Original VENOUS, Generated VENOUS), Columns show windowing techniques (No Window, Lung Window, Mediastinum Window)

Original NATIVE CT scan (input)
No window - Raw intensity values
Original NATIVE CT scan (input)
Original NATIVE CT scan (input)
Lung window (WL -600, WW 1500 β†’ Low βˆ’1350, High +150)
Original NATIVE CT scan (input)
Original NATIVE CT scan (input)
Mediastinum window (WL 40, WW 400 β†’ Low βˆ’160, High +240)
Original NATIVE CT scan (input)
Reconstructed NATIVE CT scan (cycle consistency)
No window - Raw intensity values
Reconstructed NATIVE CT scan (cycle consistency)
Reconstructed NATIVE CT scan (cycle consistency)
Lung window (WL -600, WW 1500 β†’ Low βˆ’1350, High +150)
Reconstructed NATIVE CT scan (cycle consistency)
Reconstructed NATIVE CT scan (cycle consistency)
Mediastinum window (WL 40, WW 400 β†’ Low βˆ’160, High +240)
Reconstructed NATIVE CT scan (cycle consistency)
Original VENOUS CT scan
No window - Raw intensity values
Original VENOUS CT scan
Original VENOUS CT scan
Lung window (WL -600, WW 1500 β†’ Low βˆ’1350, High +150)
Original VENOUS CT scan
Original VENOUS CT scan
Mediastinum window (WL 40, WW 400 β†’ Low βˆ’160, High +240)
Original VENOUS CT scan
Generated VENOUS CT scan (A→B translation)
No window - Raw intensity values
Generated VENOUS CT scan (A→B translation)
Generated VENOUS CT scan (A→B translation)
Lung window (WL -600, WW 1500 β†’ Low βˆ’1350, High +150)
Generated VENOUS CT scan (A→B translation)
Generated VENOUS CT scan (A→B translation)
Mediastinum window (WL 40, WW 400 β†’ Low βˆ’160, High +240)
Generated VENOUS CT scan (A→B translation)

Windowing Parameters