GAN Medical CT Evaluation Report

Patient: MF04022021

Slice 70 Targeting Evaluation

Patient Information

Patient ID: MF04022021

Model: cytran

Slice: Slice_70

Slice Thickness: 1.5mm

Conversion: NATIVE β†’ VENOUS

πŸ“Š Download Metrics

πŸ“₯ Download CSV Metrics (patient_MF04022021_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)

0.762
SSIM Score
0.169
RMSE
0.079
MAE

Average Network-Normalized Metrics Across All Slices (51 slices) - Generated vs Real Venous

0.757
SSIM Score (Avg)
0.152
RMSE (Avg)
0.072
MAE (Avg)

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

0.762
HU SSIM
169.5
HU RMSE
79.1
HU MAE

Average HU-Space Metrics Across All Slices (51 slices) - Generated vs Real Venous

0.757
HU SSIM (Avg)
152.1
HU RMSE (Avg)
72.5
HU MAE (Avg)

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

0.598
Lung SSIM
162.3
Lung RMSE
72.3
Lung MAE

Average Lung Window Metrics Across All Slices (51 slices) - Generated vs Real Venous

0.580
Lung SSIM (Avg)
142.7
Lung RMSE (Avg)
64.9
Lung MAE (Avg)

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

0.625
Mediastinum SSIM
56.4
Mediastinum RMSE
25.0
Mediastinum MAE

Average Mediastinum Window Metrics Across All Slices (51 slices) - Generated vs Real Venous

0.553
Mediastinum SSIM (Avg)
58.5
Mediastinum RMSE (Avg)
29.3
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