| # ImpactSynth MR |
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| ## Summary |
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| - Modality: whole-body MR to sCT synthesis |
| - Dataset source: SynthRAD 2023 and SynthRAD 2025 Task 1 |
| - Distributed checkpoints: `CV_0.pt`, `CV_1.pt`, `CV_2.pt`, `CV_3.pt`, `CV_4.pt` |
| - Inference-time test-time augmentation: `tta = 2` |
| - Monte Carlo dropout: `false` |
| - Framework: KonfAI |
| - Architecture: 2.5D UNet++ with a ResNet34 encoder |
| - Main perceptual prior: SAM 2.1-s through the IMPACT-Synth loss |
| - Pair alignment: CT-MR pairs are aligned with IMPACTReg |
| - Transform files: |
| - `https://huggingface.co/datasets/VBoussot/synthrad2023-impact-registration` |
| - `https://huggingface.co/datasets/VBoussot/synthrad2025-impact-registration` |
|
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| ## Data splits |
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| The repository contains the validation and cross-validation splits used for Task 1. |
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|
| - Patients in the 2023 Task 1 training cohort: `317` |
| - Patients in the 2025 Task 1 training cohort: `410` |
| - Total patients across the paired 2023+2025 Task 1 cohorts: `727` |
| - Additional out-of-distribution Task 1 patients: `78` |
| - Region counts in the paired 2023+2025 Task 1 cohorts: |
| - `AB`: `138` |
| - `HN`: `129` |
| - `TH`: `143` |
| - `brain`: `172` |
| - `pelvis`: `145` |
| - OOD cohort counts: |
| - `CSIRO`: `24` |
| - `GA`: `17` |
| - `MR_Linac`: `25` |
| - `MR_Rennes`: `12` |
| - `Validation.txt`: `140` patients |
| - `CrossValidation_0..4.txt` are validation folds associated with the distributed checkpoints |
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|
| - `Validation.txt`: 140 patients |
| - `CrossValidation_0.txt`: 126 validation patients |
| - `CrossValidation_1.txt`: 125 validation patients |
| - `CrossValidation_2.txt`: 123 validation patients |
| - `CrossValidation_3.txt`: 121 validation patients |
| - `CrossValidation_4.txt`: 117 validation patients |
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| ## Release CV performance |
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| Overall Release CV metrics: |
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|
| - Dice is reported with `TS = 3 mm` on the CT body mask. |
| - All detailed metrics are reported in the tables below. |
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|
| - Dice: `0.698 +/- 0.106` |
| - MAE: `67.49 +/- 15.97` HU |
| - SSIM: `0.959 +/- 0.056` |
| - PSNR: `29.28 +/- 2.10` dB |
| - SAM: `21.98 +/- 7.69` |
| - Reg: `0.622 +/- 0.303` |
| - Uncertainty: `1822.49 +/- 1035.84` |
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| Per-fold overall Release metrics: |
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| | Fold | n | Dice | MAE (HU) | SSIM | PSNR (dB) | SAM | Reg | Uncertainty | |
| | --- | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: | |
| | CV | 140 | 0.698 +/- 0.106 | 67.49 +/- 15.97 | 0.959 +/- 0.056 | 29.28 +/- 2.10 | 21.98 +/- 7.69 | 0.622 +/- 0.303 | 1822.49 +/- 1035.84 | |
| | CV_0 | 140 | 0.682 +/- 0.112 | 76.04 +/- 18.29 | 0.956 +/- 0.060 | 28.28 +/- 1.99 | 20.69 +/- 6.65 | 0.632 +/- 0.303 | n/a | |
| | CV_1 | 140 | 0.688 +/- 0.110 | 75.40 +/- 17.93 | 0.957 +/- 0.059 | 28.37 +/- 2.00 | 20.73 +/- 6.81 | 0.628 +/- 0.297 | n/a | |
| | CV_2 | 140 | 0.696 +/- 0.108 | 70.98 +/- 15.90 | 0.958 +/- 0.057 | 28.69 +/- 1.99 | 20.29 +/- 7.17 | 0.634 +/- 0.302 | n/a | |
| | CV_3 | 140 | 0.695 +/- 0.110 | 71.23 +/- 16.07 | 0.959 +/- 0.056 | 28.67 +/- 1.99 | 20.12 +/- 6.97 | 0.633 +/- 0.300 | n/a | |
| | CV_4 | 140 | 0.696 +/- 0.106 | 71.53 +/- 16.25 | 0.957 +/- 0.057 | 28.64 +/- 2.04 | 20.22 +/- 7.13 | 0.634 +/- 0.305 | n/a | |
| |
| Regional Release CV metrics: |
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| | Region | n | Dice | MAE (HU) | SSIM | PSNR (dB) | SAM | Reg | Uncertainty | |
| | --- | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: | |
| | AB | 22 | 0.598 | 60.10 | 0.975 | 30.01 | 27.41 | 0.511 | 1543.81 | |
| | HN | 21 | 0.645 | 80.89 | 0.949 | 28.44 | 13.41 | 0.435 | 1308.83 | |
| | TH | 23 | 0.645 | 58.45 | 1.000 | 31.21 | 21.64 | 0.466 | 751.61 | |
| | brain | 27 | 0.751 | 79.71 | 0.973 | 27.44 | 13.21 | 1.199 | 3402.08 | |
| | pelvis | 23 | 0.756 | 48.16 | 0.940 | 31.28 | 25.95 | 0.574 | 2348.75 | |
| | CSIRO | 24 | 0.774 | 75.99 | 0.920 | 27.67 | 30.90 | 0.434 | 1272.28 | |
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| Regional Release metrics for CV_0: |
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| | Region | n | Dice | MAE (HU) | SSIM | PSNR (dB) | SAM | Reg | |
| | --- | ---: | ---: | ---: | ---: | ---: | ---: | ---: | |
| | AB | 22 | 0.580 +/- 0.073 | 65.69 +/- 9.96 | 0.972 +/- 0.049 | 29.20 +/- 1.35 | 25.49 +/- 3.71 | 0.542 +/- 0.118 | |
| | HN | 21 | 0.620 +/- 0.109 | 92.70 +/- 15.86 | 0.943 +/- 0.092 | 27.55 +/- 1.34 | 13.13 +/- 1.84 | 0.427 +/- 0.066 | |
| | TH | 23 | 0.624 +/- 0.059 | 64.64 +/- 11.69 | 1.000 +/- 0.000 | 30.38 +/- 1.76 | 19.99 +/- 3.63 | 0.481 +/- 0.098 | |
| | brain | 27 | 0.731 +/- 0.096 | 93.73 +/- 9.48 | 0.970 +/- 0.066 | 26.23 +/- 0.82 | 13.50 +/- 2.76 | 1.208 +/- 0.136 | |
| | pelvis | 23 | 0.746 +/- 0.113 | 56.77 +/- 9.75 | 0.932 +/- 0.042 | 29.68 +/- 1.26 | 25.11 +/- 3.92 | 0.581 +/- 0.091 | |
| | CSIRO | 24 | 0.770 +/- 0.032 | 80.45 +/- 11.20 | 0.917 +/- 0.024 | 27.04 +/- 1.03 | 27.44 +/- 3.56 | 0.442 +/- 0.059 | |
| | overall | 140 | 0.682 +/- 0.112 | 76.04 +/- 18.29 | 0.956 +/- 0.060 | 28.28 +/- 1.99 | 20.69 +/- 6.65 | 0.632 +/- 0.303 | |
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| Regional Release metrics for CV_1: |
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| | Region | n | Dice | MAE (HU) | SSIM | PSNR (dB) | SAM | Reg | |
| | --- | ---: | ---: | ---: | ---: | ---: | ---: | ---: | |
| | AB | 22 | 0.590 +/- 0.063 | 65.69 +/- 10.19 | 0.972 +/- 0.047 | 29.19 +/- 1.37 | 25.32 +/- 3.88 | 0.537 +/- 0.115 | |
| | HN | 21 | 0.627 +/- 0.112 | 90.39 +/- 14.10 | 0.944 +/- 0.090 | 27.66 +/- 1.25 | 13.07 +/- 1.86 | 0.431 +/- 0.058 | |
| | TH | 23 | 0.631 +/- 0.055 | 64.10 +/- 11.72 | 1.000 +/- 0.000 | 30.42 +/- 1.77 | 19.88 +/- 3.54 | 0.483 +/- 0.103 | |
| | brain | 27 | 0.739 +/- 0.097 | 92.55 +/- 9.65 | 0.970 +/- 0.065 | 26.40 +/- 0.86 | 13.43 +/- 2.77 | 1.191 +/- 0.139 | |
| | pelvis | 23 | 0.750 +/- 0.112 | 55.27 +/- 9.81 | 0.935 +/- 0.039 | 29.99 +/- 1.24 | 25.03 +/- 3.99 | 0.579 +/- 0.092 | |
| | CSIRO | 24 | 0.772 +/- 0.034 | 82.03 +/- 10.49 | 0.917 +/- 0.022 | 26.92 +/- 0.90 | 28.13 +/- 3.80 | 0.437 +/- 0.061 | |
| | overall | 140 | 0.688 +/- 0.110 | 75.40 +/- 17.93 | 0.957 +/- 0.059 | 28.37 +/- 2.00 | 20.73 +/- 6.81 | 0.628 +/- 0.297 | |
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| Regional Release metrics for CV_2: |
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| | Region | n | Dice | MAE (HU) | SSIM | PSNR (dB) | SAM | Reg | |
| | --- | ---: | ---: | ---: | ---: | ---: | ---: | ---: | |
| | AB | 22 | 0.593 +/- 0.069 | 65.10 +/- 10.26 | 0.972 +/- 0.048 | 29.19 +/- 1.42 | 25.59 +/- 3.90 | 0.540 +/- 0.117 | |
| | HN | 21 | 0.646 +/- 0.104 | 84.06 +/- 12.54 | 0.948 +/- 0.085 | 27.95 +/- 1.29 | 12.72 +/- 1.86 | 0.437 +/- 0.067 | |
| | TH | 23 | 0.638 +/- 0.054 | 61.92 +/- 11.88 | 1.000 +/- 0.000 | 30.67 +/- 1.82 | 20.23 +/- 3.62 | 0.481 +/- 0.097 | |
| | brain | 27 | 0.753 +/- 0.098 | 82.15 +/- 7.73 | 0.972 +/- 0.063 | 27.06 +/- 0.78 | 11.80 +/- 2.32 | 1.207 +/- 0.132 | |
| | pelvis | 23 | 0.757 +/- 0.109 | 51.15 +/- 8.23 | 0.935 +/- 0.036 | 30.49 +/- 1.35 | 23.99 +/- 4.21 | 0.585 +/- 0.096 | |
| | CSIRO | 24 | 0.769 +/- 0.033 | 80.05 +/- 10.62 | 0.919 +/- 0.021 | 27.10 +/- 0.98 | 28.14 +/- 3.98 | 0.439 +/- 0.058 | |
| | overall | 140 | 0.696 +/- 0.108 | 70.98 +/- 15.90 | 0.958 +/- 0.057 | 28.69 +/- 1.99 | 20.29 +/- 7.17 | 0.634 +/- 0.302 | |
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| Regional Release metrics for CV_3: |
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| | Region | n | Dice | MAE (HU) | SSIM | PSNR (dB) | SAM | Reg | |
| | --- | ---: | ---: | ---: | ---: | ---: | ---: | ---: | |
| | AB | 22 | 0.586 +/- 0.072 | 64.82 +/- 10.07 | 0.974 +/- 0.044 | 29.22 +/- 1.41 | 25.37 +/- 3.94 | 0.536 +/- 0.119 | |
| | HN | 21 | 0.649 +/- 0.107 | 84.18 +/- 12.60 | 0.948 +/- 0.085 | 27.96 +/- 1.28 | 12.66 +/- 1.99 | 0.435 +/- 0.063 | |
| | TH | 23 | 0.639 +/- 0.056 | 61.98 +/- 12.31 | 1.000 +/- 0.000 | 30.59 +/- 1.88 | 20.09 +/- 3.62 | 0.478 +/- 0.093 | |
| | brain | 27 | 0.751 +/- 0.102 | 82.98 +/- 8.67 | 0.972 +/- 0.062 | 26.96 +/- 0.88 | 11.86 +/- 2.45 | 1.203 +/- 0.135 | |
| | pelvis | 23 | 0.752 +/- 0.112 | 52.13 +/- 9.38 | 0.938 +/- 0.035 | 30.44 +/- 1.40 | 23.98 +/- 4.07 | 0.584 +/- 0.093 | |
| | CSIRO | 24 | 0.772 +/- 0.035 | 79.75 +/- 10.80 | 0.918 +/- 0.022 | 27.15 +/- 0.95 | 27.48 +/- 3.31 | 0.448 +/- 0.056 | |
| | overall | 140 | 0.695 +/- 0.110 | 71.23 +/- 16.07 | 0.959 +/- 0.056 | 28.67 +/- 1.99 | 20.12 +/- 6.97 | 0.633 +/- 0.300 | |
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| Regional Release metrics for CV_4: |
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| | Region | n | Dice | MAE (HU) | SSIM | PSNR (dB) | SAM | Reg | |
| | --- | ---: | ---: | ---: | ---: | ---: | ---: | ---: | |
| | AB | 22 | 0.593 +/- 0.067 | 65.18 +/- 10.15 | 0.972 +/- 0.047 | 29.19 +/- 1.41 | 25.76 +/- 3.90 | 0.532 +/- 0.123 | |
| | HN | 21 | 0.643 +/- 0.103 | 84.34 +/- 12.78 | 0.948 +/- 0.085 | 27.93 +/- 1.28 | 12.76 +/- 1.98 | 0.435 +/- 0.069 | |
| | TH | 23 | 0.640 +/- 0.057 | 62.20 +/- 11.92 | 1.000 +/- 0.000 | 30.56 +/- 1.85 | 20.04 +/- 3.65 | 0.484 +/- 0.108 | |
| | brain | 27 | 0.751 +/- 0.092 | 83.10 +/- 8.84 | 0.972 +/- 0.062 | 26.94 +/- 0.90 | 11.72 +/- 2.62 | 1.211 +/- 0.134 | |
| | pelvis | 23 | 0.755 +/- 0.103 | 51.79 +/- 9.44 | 0.934 +/- 0.039 | 30.55 +/- 1.48 | 24.09 +/- 4.09 | 0.584 +/- 0.096 | |
| | CSIRO | 24 | 0.771 +/- 0.036 | 80.96 +/- 10.79 | 0.917 +/- 0.022 | 26.98 +/- 0.98 | 27.68 +/- 3.85 | 0.442 +/- 0.061 | |
| | overall | 140 | 0.696 +/- 0.106 | 71.53 +/- 16.25 | 0.957 +/- 0.057 | 28.64 +/- 2.04 | 20.22 +/- 7.13 | 0.634 +/- 0.305 | |
|
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| ## Split files |
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| ### Validation.txt |
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| `1BA131`, `1BA336`, `1BA253`, `1BA143`, `1BA175`, `1BA022`, `1BA189`, `1BA091`, `1BA328`, `1BB007`, `1BB076`, `1BB008`, `1BB072`, `1BB048`, `1BB095`, `1BB171`, `1BB109`, `1BB179`, `1BC014`, `1BC090`, `1BC027`, `1BC020`, `1BC019`, `1BC073`, `1BC083`, `1BC039`, `1BC009`, `1PA127`, `1PA174`, `1PA147`, `1PA163`, `1PA030`, `1PA138`, `1PA117`, `1PA164`, `1PA133`, `1PA111`, `1PA169`, `1PA113`, `1PA156`, `1PA098`, `1PA019`, `1PC006`, `1PC001`, `1PC036`, `1PC023`, `1PC015`, `1PC070`, `1PC010`, `1PC073`, `1ABA080`, `1ABA044`, `1ABA098`, `1ABA065`, `1ABA085`, `1ABA099`, `1ABA062`, `1ABB151`, `1ABB150`, `1ABB011`, `1ABB109`, `1ABB139`, `1ABB037`, `1ABB161`, `1ABB073`, `1ABB113`, `1ABB069`, `1ABB061`, `1ABB170`, `1ABC121`, `1ABC002`, `1ABC007`, `1HNA116`, `1HNA025`, `1HNA121`, `1HNA061`, `1HNA049`, `1HNA120`, `1HNA136`, `1HNA133`, `1HNA056`, `1HNA102`, `1HNA109`, `1HNA089`, `1HNA086`, `1HNA033`, `1HNC088`, `1HNC003`, `1HNC109`, `1HNC103`, `1HNC112`, `1HNC046`, `1HNC083`, `1THA230`, `1THA249`, `1THA015`, `1THA224`, `1THA262`, `1THA002`, `1THA017`, `1THA272`, `1THA291`, `1THA243`, `1THB103`, `1THB017`, `1THB225`, `1THB214`, `1THB121`, `1THB048`, `1THB224`, `1THB216`, `1THB063`, `1THB057`, `1THB212`, `1THB150`, `1THB215`, `B006`, `B037`, `B038`, `B040`, `D031`, `H007`, `H017`, `J026`, `K008`, `K019`, `K042`, `M004`, `M015`, `M020`, `M023`, `M030`, `M036`, `R024`, `R034`, `R039`, `S028`, `S035`, `W012`, `W029` |
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| ### CrossValidation_0.txt |
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| `1BA325`, `1BA185`, `1BA105`, `1BA368`, `1BA300`, `1BA085`, `1BA220`, `1BA294`, `1BA307`, `1BA288`, `1BB005`, `1BB073`, `1BB182`, `1BB200`, `1BB091`, `1BB039`, `1BB151`, `1BB145`, `1BB100`, `1BB062`, `1BC081`, `1BC004`, `1BC008`, `1BC086`, `1BC017`, `1BC085`, `1BC034`, `1BC028`, `1BC023`, `1BC036`, `1PA054`, `1PA012`, `1PA185`, `1PA180`, `1PA165`, `1PA063`, `1PA150`, `1PA059`, `1PA177`, `1PA025`, `1PA048`, `1PA151`, `1PA049`, `1PA081`, `1PA134`, `1PA118`, `1PA010`, `1PC004`, `1PC022`, `1PC027`, `1PC071`, `1PC080`, `1PC017`, `1PC069`, `1PC052`, `1ABA061`, `1ABA081`, `1ABA086`, `1ABA030`, `1ABA104`, `1ABA103`, `1ABA012`, `1ABA068`, `1ABB070`, `1ABB053`, `1ABB044`, `1ABB029`, `1ABB056`, `1ABB009`, `1ABB025`, `1ABB030`, `1ABB155`, `1ABB039`, `1ABB112`, `1ABB120`, `1ABB118`, `1ABC016`, `1ABC018`, `1ABC010`, `1HNA115`, `1HNA029`, `1HNA077`, `1HNA069`, `1HNA104`, `1HNA084`, `1HNA093`, `1HNA132`, `1HNA072`, `1HNA019`, `1HNA067`, `1HNA015`, `1HNA129`, `1HNA135`, `1HNA071`, `1HNC125`, `1HNC124`, `1HNC076`, `1HNC130`, `1HNC094`, `1HNC061`, `1HNC084`, `1THA026`, `1THA286`, `1THA270`, `1THA207`, `1THA028`, `1THA283`, `1THA212`, `1THA213`, `1THA251`, `1THA261`, `1THA217`, `1THB074`, `1THB021`, `1THB043`, `1THB015`, `1THB058`, `1THB011`, `1THB135`, `1THB143`, `1THB003`, `1THB149`, `1THB072`, `1THB052`, `1THB035`, `1THB124` |
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| ### CrossValidation_1.txt |
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| `1BA001`, `1BA040`, `1BA292`, `1BA260`, `1BA159`, `1BA012`, `1BA359`, `1BA082`, `1BA032`, `1BA222`, `1BB205`, `1BB030`, `1BB102`, `1BB011`, `1BB090`, `1BB026`, `1BB152`, `1BB006`, `1BB085`, `1BB017`, `1BC056`, `1BC065`, `1BC049`, `1BC051`, `1BC082`, `1BC080`, `1BC062`, `1BC063`, `1BC052`, `1BC038`, `1PA065`, `1PA142`, `1PA076`, `1PA064`, `1PA182`, `1PA094`, `1PA157`, `1PA100`, `1PA095`, `1PA101`, `1PA056`, `1PA114`, `1PA088`, `1PA044`, `1PA187`, `1PA168`, `1PA084`, `1PC029`, `1PC032`, `1PC041`, `1PC066`, `1PC037`, `1PC035`, `1PC048`, `1PC000`, `1ABA051`, `1ABA110`, `1ABA054`, `1ABA092`, `1ABA018`, `1ABA112`, `1ABA071`, `1ABA115`, `1ABB169`, `1ABB041`, `1ABB116`, `1ABB168`, `1ABB034`, `1ABB040`, `1ABB036`, `1ABB103`, `1ABB114`, `1ABB078`, `1ABB135`, `1ABB045`, `1ABB042`, `1ABC012`, `1ABC122`, `1ABC116`, `1HNA023`, `1HNA008`, `1HNA032`, `1HNA103`, `1HNA110`, `1HNA040`, `1HNA105`, `1HNA048`, `1HNA039`, `1HNA066`, `1HNA012`, `1HNA124`, `1HNA106`, `1HNA035`, `1HNA097`, `1HNC128`, `1HNC029`, `1HNC110`, `1HNC004`, `1HNC127`, `1HNC037`, `1HNC002`, `1THA019`, `1THA279`, `1THA250`, `1THA293`, `1THA237`, `1THA267`, `1THA273`, `1THA055`, `1THA260`, `1THA052`, `1THB022`, `1THB220`, `1THB062`, `1THB151`, `1THB100`, `1THB016`, `1THB047`, `1THB120`, `1THB200`, `1THB031`, `1THB222`, `1THB045`, `1THB217`, `1THB027` |
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| ### CrossValidation_2.txt |
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| `1BA014`, `1BA278`, `1BA151`, `1BA206`, `1BA076`, `1BA116`, `1BA201`, `1BA058`, `1BA005`, `1BB096`, `1BB016`, `1BB034`, `1BB083`, `1BB071`, `1BB002`, `1BB051`, `1BB066`, `1BB111`, `1BB052`, `1BC084`, `1BC006`, `1BC077`, `1BC022`, `1BC046`, `1BC041`, `1BC010`, `1BC094`, `1BC074`, `1BC088`, `1PA073`, `1PA093`, `1PA152`, `1PA080`, `1PA026`, `1PA022`, `1PA105`, `1PA047`, `1PA178`, `1PA108`, `1PA159`, `1PA140`, `1PA188`, `1PA079`, `1PA005`, `1PA173`, `1PC063`, `1PC098`, `1PC007`, `1PC078`, `1PC019`, `1PC065`, `1PC042`, `1PC092`, `1ABA031`, `1ABA060`, `1ABA097`, `1ABA014`, `1ABA005`, `1ABA019`, `1ABA084`, `1ABA067`, `1ABB084`, `1ABB062`, `1ABB117`, `1ABB057`, `1ABB164`, `1ABB143`, `1ABB001`, `1ABB123`, `1ABB031`, `1ABB058`, `1ABB046`, `1ABB035`, `1ABB119`, `1ABC019`, `1ABC100`, `1ABC009`, `1HNA107`, `1HNA014`, `1HNA096`, `1HNA006`, `1HNA034`, `1HNA053`, `1HNA099`, `1HNA108`, `1HNA041`, `1HNA082`, `1HNA031`, `1HNA004`, `1HNA068`, `1HNA142`, `1HNA085`, `1HNC001`, `1HNC012`, `1HNC043`, `1HNC104`, `1HNC101`, `1HNC117`, `1HNC031`, `1THA282`, `1THA039`, `1THA205`, `1THA001`, `1THA018`, `1THA005`, `1THA011`, `1THA244`, `1THA004`, `1THA288`, `1THB006`, `1THB095`, `1THB211`, `1THB076`, `1THB053`, `1THB134`, `1THB106`, `1THB028`, `1THB141`, `1THB068`, `1THB078`, `1THB179`, `1THB195`, `1THB226` |
| |
| ### CrossValidation_3.txt |
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| `1BA256`, `1BA184`, `1BA379`, `1BA239`, `1BA054`, `1BA358`, `1BA158`, `1BA172`, `1BA100`, `1BB082`, `1BB003`, `1BB049`, `1BB098`, `1BB173`, `1BB175`, `1BB177`, `1BB041`, `1BB079`, `1BB189`, `1BC066`, `1BC035`, `1BC050`, `1BC070`, `1BC048`, `1BC001`, `1BC025`, `1BC064`, `1BC087`, `1BC021`, `1PA167`, `1PA053`, `1PA110`, `1PA058`, `1PA020`, `1PA107`, `1PA119`, `1PA146`, `1PA112`, `1PA074`, `1PA040`, `1PA062`, `1PA070`, `1PA004`, `1PA035`, `1PA031`, `1PC046`, `1PC088`, `1PC033`, `1PC096`, `1PC011`, `1PC038`, `1PC061`, `1PC084`, `1ABA113`, `1ABA072`, `1ABA057`, `1ABA070`, `1ABA102`, `1ABA094`, `1ABA011`, `1ABA114`, `1ABB153`, `1ABB128`, `1ABB137`, `1ABB004`, `1ABB173`, `1ABB021`, `1ABB020`, `1ABB066`, `1ABB102`, `1ABB024`, `1ABB130`, `1ABB124`, `1ABB054`, `1ABC014`, `1ABC004`, `1HNA126`, `1HNA143`, `1HNA021`, `1HNA018`, `1HNA060`, `1HNA091`, `1HNA100`, `1HNA013`, `1HNA037`, `1HNA010`, `1HNA059`, `1HNA042`, `1HNA119`, `1HNA130`, `1HNC067`, `1HNC038`, `1HNC040`, `1HNC068`, `1HNC087`, `1HNC120`, `1HNC035`, `1THA203`, `1THA271`, `1THA265`, `1THA253`, `1THA248`, `1THA228`, `1THA289`, `1THA269`, `1THA252`, `1THA280`, `1THB002`, `1THB033`, `1THB060`, `1THB054`, `1THB046`, `1THB114`, `1THB191`, `1THB221`, `1THB008`, `1THB034`, `1THB199`, `1THB201`, `1THB207`, `1THB019` |
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| ### CrossValidation_4.txt |
| |
| `1BA103`, `1BA234`, `1BA125`, `1BA075`, `1BA164`, `1BA345`, `1BA227`, `1BA266`, `1BA247`, `1BB059`, `1BB198`, `1BB050`, `1BB099`, `1BB075`, `1BB043`, `1BB028`, `1BB033`, `1BB184`, `1BC047`, `1BC076`, `1BC031`, `1BC075`, `1BC037`, `1BC058`, `1BC067`, `1BC054`, `1BC007`, `1PA176`, `1PA009`, `1PA086`, `1PA141`, `1PA041`, `1PA136`, `1PA060`, `1PA170`, `1PA024`, `1PA154`, `1PA083`, `1PA171`, `1PA148`, `1PA001`, `1PA011`, `1PA137`, `1PC054`, `1PC044`, `1PC039`, `1PC085`, `1PC049`, `1PC018`, `1PC059`, `1PC095`, `1ABA049`, `1ABA082`, `1ABA119`, `1ABA033`, `1ABA117`, `1ABA087`, `1ABA109`, `1ABB166`, `1ABB115`, `1ABB067`, `1ABB083`, `1ABB008`, `1ABB098`, `1ABB002`, `1ABB145`, `1ABB047`, `1ABB127`, `1ABB059`, `1ABB006`, `1ABB138`, `1ABC127`, `1ABC008`, `1HNA051`, `1HNA026`, `1HNA139`, `1HNA047`, `1HNA030`, `1HNA001`, `1HNA098`, `1HNA113`, `1HNA043`, `1HNA090`, `1HNA028`, `1HNA141`, `1HNA138`, `1HNA036`, `1HNC111`, `1HNC107`, `1HNC102`, `1HNC071`, `1HNC020`, `1HNC121`, `1HNC072`, `1THA256`, `1THA257`, `1THA010`, `1THA255`, `1THA258`, `1THA276`, `1THA281`, `1THA013`, `1THA003`, `1THA284`, `1THB029`, `1THB038`, `1THB119`, `1THB205`, `1THB218`, `1THB067`, `1THB202`, `1THB126`, `1THB073`, `1THB050`, `1THB196`, `1THB004`, `1THB122` |
| |
| ## Notes |
| |
| - Inference uses the pipeline defined in `Prediction.yml`, including automatic body-mask estimation with `VBoussot/TotalSegmentator-KonfAI` (`body`, checkpoint `M598.pt`). |
| - Evaluation uses the pipeline defined in `Evaluation.yml`, including segmentation consistency with `TotalSegmentator-KonfAI` (`total-3mm`, checkpoint `M297.pt`) and two perceptual/registration metrics: |
| - `IMPACTReg/1`: `SAM2.1/SAM2.1_Small.pt` |
| - `IMPACTReg/2`: `MRSeg/MRSeg.pt` |
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