{
  "meta": {
    "title": "MedSeg-TTA Leaderboard",
    "subtitle": "A paper-inspired MVP leaderboard for paradigm, method, and modality-level test-time adaptation benchmarking across seven medical imaging modalities, with direct GitHub jumps for local implementations.",
    "updated": "2026-05-06",
    "mvpScope": "This MVP surfaces the primary benchmark metrics Dice and HD95, and keeps local-method links pointed at the canonical paradigm/method folders. Secondary metrics such as JI, Sensitivity, and PPV can be layered in later without changing the layout.",
    "repositoryUrl": "https://github.com/wenjing-gg/MedSeg-TTA",
    "pagesUrl": "https://wenjing-gg.github.io/MedSeg-TTA/",
    "sources": [
      "Table 3: Paradigm-level performance across modalities",
      "Table 4: Method-level benchmark summary across seven modalities",
      "Tables 7-14: Modality-specific TTA performance (Dice and HD95 used in this MVP)"
    ]
  },
  "paradigms": {
    "input_level_transformation": {
      "label": "Input-level Transformation",
      "shortLabel": "Input-level",
      "symbol": "♠",
      "color": "#161616"
    },
    "feature_level_alignment": {
      "label": "Feature-level Alignment",
      "shortLabel": "Feature-level",
      "symbol": "♣",
      "color": "#21b52f"
    },
    "output_level_regularization": {
      "label": "Output-level Regularization",
      "shortLabel": "Output-level",
      "symbol": "♥",
      "color": "#f04e33"
    },
    "prior_estimation": {
      "label": "Prior Estimation",
      "shortLabel": "Prior Estimation",
      "symbol": "♦",
      "color": "#3156ff"
    }
  },
  "methods": {
    "AIF-SFDA": {
      "paradigm": "input_level_transformation",
      "venue": "2025 AAAI",
      "ref": "[19]",
      "local": false
    },
    "STDR": {
      "paradigm": "input_level_transformation",
      "venue": "2024 TMI",
      "ref": "[42]",
      "local": false
    },
    "RSA": {
      "paradigm": "input_level_transformation",
      "venue": "2024 MICCAI",
      "ref": "[54]",
      "local": false
    },
    "SFDA-FSM": {
      "paradigm": "input_level_transformation",
      "venue": "2022 MIA",
      "ref": "[51]",
      "local": true,
      "codePath": "input_level_transformation/SFDA-FSM"
    },
    "DL-TTA": {
      "paradigm": "input_level_transformation",
      "venue": "2022 TMI",
      "ref": "[50]",
      "local": false
    },
    "GraTa": {
      "paradigm": "feature_level_alignment",
      "venue": "2025 AAAI",
      "ref": "[6]",
      "local": true,
      "codePath": "feature_level_alignment/GraTa"
    },
    "UDA-MIMA": {
      "paradigm": "feature_level_alignment",
      "venue": "2024 CMPB",
      "ref": "[15]",
      "local": false
    },
    "DeTTA": {
      "paradigm": "feature_level_alignment",
      "venue": "2024 WACV",
      "ref": "[48]",
      "local": false
    },
    "TestFit": {
      "paradigm": "feature_level_alignment",
      "venue": "2024 MIA",
      "ref": "[58]",
      "local": true,
      "codePath": "feature_level_alignment/Testfit"
    },
    "DANN": {
      "paradigm": "feature_level_alignment",
      "venue": "2016 JMLR",
      "ref": "[9]",
      "local": false
    },
    "SmaRT": {
      "paradigm": "output_level_regularization",
      "venue": "2025 arXiv",
      "ref": "[45]",
      "local": false
    },
    "DG-TTA": {
      "paradigm": "output_level_regularization",
      "venue": "2023 arXiv",
      "ref": "[47]",
      "local": true,
      "codePath": "output_level_regularization/DG-TTA"
    },
    "SaTTCA": {
      "paradigm": "output_level_regularization",
      "venue": "2023 MICCAI",
      "ref": "[23]",
      "local": true,
      "codePath": "output_level_regularization/SaTTCA"
    },
    "UPL-SFDA": {
      "paradigm": "input_level_transformation",
      "venue": "2023 TMI",
      "ref": "[49]",
      "local": true,
      "codePath": "input_level_transformation/UPL-SFDA"
    },
    "TENT": {
      "paradigm": "output_level_regularization",
      "venue": "2021 ICLR",
      "ref": "[41]",
      "local": true,
      "codePath": "output_level_regularization/tent"
    },
    "ProSFDA": {
      "paradigm": "prior_estimation",
      "venue": "2025 PR",
      "ref": "[16]",
      "local": true,
      "codePath": "prior_estimation/ProSFDA"
    },
    "ExploringTTA": {
      "paradigm": "prior_estimation",
      "venue": "2025 ISBI",
      "ref": "[33]",
      "local": true,
      "codePath": "prior_estimation/ExploringTTA"
    },
    "PASS": {
      "paradigm": "prior_estimation",
      "venue": "2024 TMI",
      "ref": "[56]",
      "local": false
    },
    "VPTTA": {
      "paradigm": "prior_estimation",
      "venue": "2024 CVPR",
      "ref": "[5]",
      "local": false
    },
    "AdaMI": {
      "paradigm": "prior_estimation",
      "venue": "2022 MICCAI",
      "ref": "[2]",
      "local": false
    }
  },
  "paradigmOverview": [
    {
      "domainShift": "Strong",
      "modality": "US",
      "crossDomain": {
        "dice": {
          "intra": 0.7215,
          "target": 0.4811
        },
        "hd95": {
          "intra": 31.01,
          "target": 62.78
        }
      },
      "scores": {
        "input_level_transformation": {
          "dice": 0.5757,
          "hd95": 49.26
        },
        "feature_level_alignment": {
          "dice": 0.5539,
          "hd95": 50.83
        },
        "output_level_regularization": {
          "dice": 0.5235,
          "hd95": 58.03
        },
        "prior_estimation": {
          "dice": 0.5776,
          "hd95": 46.95
        }
      }
    },
    {
      "domainShift": "Strong",
      "modality": "MRI",
      "crossDomain": {
        "dice": {
          "intra": 0.7049,
          "target": 0.5951
        },
        "hd95": {
          "intra": 3.33,
          "target": 23.04
        }
      },
      "scores": {
        "input_level_transformation": {
          "dice": 0.6411,
          "hd95": 13.72
        },
        "feature_level_alignment": {
          "dice": 0.6269,
          "hd95": 9.67
        },
        "output_level_regularization": {
          "dice": 0.6399,
          "hd95": 7.98
        },
        "prior_estimation": {
          "dice": 0.6395,
          "hd95": 6.96
        }
      }
    },
    {
      "domainShift": "Strong",
      "modality": "CT",
      "crossDomain": {
        "dice": {
          "intra": 0.8949,
          "target": 0.6595
        },
        "hd95": {
          "intra": 1.63,
          "target": 13.91
        }
      },
      "scores": {
        "input_level_transformation": {
          "dice": 0.7156,
          "hd95": 10.32
        },
        "feature_level_alignment": {
          "dice": 0.6874,
          "hd95": 13.56
        },
        "output_level_regularization": {
          "dice": 0.7240,
          "hd95": 14.24
        },
        "prior_estimation": {
          "dice": 0.6969,
          "hd95": 14.01
        }
      }
    },
    {
      "domainShift": "Mild",
      "modality": "OCT",
      "crossDomain": {
        "dice": {
          "intra": 0.9550,
          "target": 0.8951
        },
        "hd95": {
          "intra": 0.41,
          "target": 13.32
        }
      },
      "scores": {
        "input_level_transformation": {
          "dice": 0.9075,
          "hd95": 9.77
        },
        "feature_level_alignment": {
          "dice": 0.9000,
          "hd95": 10.28
        },
        "output_level_regularization": {
          "dice": 0.9051,
          "hd95": 8.02
        },
        "prior_estimation": {
          "dice": 0.8981,
          "hd95": 11.17
        }
      }
    },
    {
      "domainShift": "Mild",
      "modality": "PATH",
      "crossDomain": {
        "dice": {
          "intra": 0.8360,
          "target": 0.8026
        },
        "hd95": {
          "intra": 32.66,
          "target": 33.66
        }
      },
      "scores": {
        "input_level_transformation": {
          "dice": 0.8107,
          "hd95": 31.63
        },
        "feature_level_alignment": {
          "dice": 0.7930,
          "hd95": 35.39
        },
        "output_level_regularization": {
          "dice": 0.8008,
          "hd95": 32.14
        },
        "prior_estimation": {
          "dice": 0.7981,
          "hd95": 33.98
        }
      }
    },
    {
      "domainShift": "Mild",
      "modality": "DER",
      "crossDomain": {
        "dice": {
          "intra": 0.9280,
          "target": 0.8532
        },
        "hd95": {
          "intra": 2.33,
          "target": 13.78
        }
      },
      "scores": {
        "input_level_transformation": {
          "dice": 0.8672,
          "hd95": 12.68
        },
        "feature_level_alignment": {
          "dice": 0.8404,
          "hd95": 15.59
        },
        "output_level_regularization": {
          "dice": 0.8606,
          "hd95": 13.92
        },
        "prior_estimation": {
          "dice": 0.8526,
          "hd95": 15.78
        }
      }
    },
    {
      "domainShift": "Mild",
      "modality": "CXR",
      "crossDomain": {
        "dice": {
          "intra": 0.9557,
          "target": 0.9093
        },
        "hd95": {
          "intra": 1.02,
          "target": 5.15
        }
      },
      "scores": {
        "input_level_transformation": {
          "dice": 0.9308,
          "hd95": 3.36
        },
        "feature_level_alignment": {
          "dice": 0.9194,
          "hd95": 4.69
        },
        "output_level_regularization": {
          "dice": 0.9284,
          "hd95": 3.87
        },
        "prior_estimation": {
          "dice": 0.9285,
          "hd95": 3.66
        }
      }
    }
  ],
  "methodSummary": [
    {
      "method": "SFDA-FSM",
      "meanDice": 0.8477,
      "meanHd95": 9.56
    },
    {
      "method": "AIF-SFDA",
      "meanDice": 0.7741,
      "meanHd95": 17.05
    },
    {
      "method": "STDR",
      "meanDice": 0.7578,
      "meanHd95": 21.31
    },
    {
      "method": "DL-TTA",
      "meanDice": 0.7551,
      "meanHd95": 21.05
    },
    {
      "method": "RSA",
      "meanDice": 0.7486,
      "meanHd95": 24.41
    },
    {
      "method": "GraTa",
      "meanDice": 0.7664,
      "meanHd95": 20.24
    },
    {
      "method": "UDA-MIMA",
      "meanDice": 0.7622,
      "meanHd95": 18.99
    },
    {
      "method": "DANN",
      "meanDice": 0.7589,
      "meanHd95": 20.05
    },
    {
      "method": "DeTTA",
      "meanDice": 0.7567,
      "meanHd95": 21.00
    },
    {
      "method": "TestFit",
      "meanDice": 0.7529,
      "meanHd95": 20.19
    },
    {
      "method": "SmaRT",
      "meanDice": 0.8284,
      "meanHd95": 12.72
    },
    {
      "method": "DG-TTA",
      "meanDice": 0.7847,
      "meanHd95": 19.52
    },
    {
      "method": "TENT",
      "meanDice": 0.7677,
      "meanHd95": 20.19
    },
    {
      "method": "SaTTCA",
      "meanDice": 0.7610,
      "meanHd95": 19.51
    },
    {
      "method": "UPL-SFDA",
      "meanDice": 0.7560,
      "meanHd95": 19.75
    },
    {
      "method": "PASS",
      "meanDice": 0.7814,
      "meanHd95": 15.99
    },
    {
      "method": "ProSFDA",
      "meanDice": 0.7734,
      "meanHd95": 18.08
    },
    {
      "method": "AdaMI",
      "meanDice": 0.7677,
      "meanHd95": 19.25
    },
    {
      "method": "ExploringTTA",
      "meanDice": 0.7654,
      "meanHd95": 20.44
    },
    {
      "method": "VPTTA",
      "meanDice": 0.7616,
      "meanHd95": 20.89
    }
  ],
  "modalityLeaderboards": {
    "OCT": {
      "domainShift": "Mild",
      "baseline": {
        "intra": {
          "dice": 0.9550,
          "hd95": 0.41
        },
        "target": {
          "dice": 0.8951,
          "hd95": 13.32
        }
      },
      "methods": {
        "AIF-SFDA": {
          "dice": 0.8978,
          "hd95": 8.12
        },
        "STDR": {
          "dice": 0.9171,
          "hd95": 7.85
        },
        "RSA": {
          "dice": 0.8981,
          "hd95": 13.01
        },
        "SFDA-FSM": {
          "dice": 0.9319,
          "hd95": 9.87
        },
        "DL-TTA": {
          "dice": 0.8927,
          "hd95": 10.01
        },
        "GraTa": {
          "dice": 0.9073,
          "hd95": 6.75
        },
        "UDA-MIMA": {
          "dice": 0.8911,
          "hd95": 11.99
        },
        "DeTTA": {
          "dice": 0.9069,
          "hd95": 9.52
        },
        "TestFit": {
          "dice": 0.8930,
          "hd95": 13.83
        },
        "DANN": {
          "dice": 0.9015,
          "hd95": 9.30
        },
        "SmaRT": {
          "dice": 0.8993,
          "hd95": 7.49
        },
        "DG-TTA": {
          "dice": 0.9053,
          "hd95": 9.96
        },
        "SaTTCA": {
          "dice": 0.9030,
          "hd95": 8.52
        },
        "UPL-SFDA": {
          "dice": 0.9099,
          "hd95": 6.40
        },
        "TENT": {
          "dice": 0.9022,
          "hd95": 7.22
        },
        "ProSFDA": {
          "dice": 0.8973,
          "hd95": 11.33
        },
        "ExploringTTA": {
          "dice": 0.8934,
          "hd95": 11.11
        },
        "PASS": {
          "dice": 0.9009,
          "hd95": 9.33
        },
        "VPTTA": {
          "dice": 0.8975,
          "hd95": 13.83
        },
        "AdaMI": {
          "dice": 0.9013,
          "hd95": 10.25
        }
      }
    },
    "PATH": {
      "domainShift": "Mild",
      "baseline": {
        "intra": {
          "dice": 0.8360,
          "hd95": 32.66
        },
        "target": {
          "dice": 0.8026,
          "hd95": 33.66
        }
      },
      "methods": {
        "AIF-SFDA": {
          "dice": 0.8082,
          "hd95": 33.46
        },
        "STDR": {
          "dice": 0.7993,
          "hd95": 34.81
        },
        "RSA": {
          "dice": 0.7810,
          "hd95": 35.72
        },
        "SFDA-FSM": {
          "dice": 0.8713,
          "hd95": 19.56
        },
        "DL-TTA": {
          "dice": 0.7935,
          "hd95": 34.62
        },
        "GraTa": {
          "dice": 0.7892,
          "hd95": 36.49
        },
        "UDA-MIMA": {
          "dice": 0.7890,
          "hd95": 33.16
        },
        "DeTTA": {
          "dice": 0.8035,
          "hd95": 35.49
        },
        "TestFit": {
          "dice": 0.8037,
          "hd95": 33.45
        },
        "DANN": {
          "dice": 0.7794,
          "hd95": 38.37
        },
        "SmaRT": {
          "dice": 0.7385,
          "hd95": 43.84
        },
        "DG-TTA": {
          "dice": 0.8018,
          "hd95": 33.76
        },
        "SaTTCA": {
          "dice": 0.7686,
          "hd95": 40.49
        },
        "UPL-SFDA": {
          "dice": 0.8438,
          "hd95": 17.81
        },
        "TENT": {
          "dice": 0.7890,
          "hd95": 36.50
        },
        "ProSFDA": {
          "dice": 0.8263,
          "hd95": 26.95
        },
        "ExploringTTA": {
          "dice": 0.7835,
          "hd95": 36.16
        },
        "PASS": {
          "dice": 0.7938,
          "hd95": 34.12
        },
        "VPTTA": {
          "dice": 0.7938,
          "hd95": 38.45
        },
        "AdaMI": {
          "dice": 0.7930,
          "hd95": 34.21
        }
      }
    },
    "DER": {
      "domainShift": "Mild",
      "baseline": {
        "intra": {
          "dice": 0.9280,
          "hd95": 2.33
        },
        "target": {
          "dice": 0.8532,
          "hd95": 13.78
        }
      },
      "methods": {
        "AIF-SFDA": {
          "dice": 0.8538,
          "hd95": 13.66
        },
        "STDR": {
          "dice": 0.8526,
          "hd95": 15.65
        },
        "RSA": {
          "dice": 0.8517,
          "hd95": 16.85
        },
        "SFDA-FSM": {
          "dice": 0.9258,
          "hd95": 3.58
        },
        "DL-TTA": {
          "dice": 0.8478,
          "hd95": 13.64
        },
        "GraTa": {
          "dice": 0.8516,
          "hd95": 13.96
        },
        "UDA-MIMA": {
          "dice": 0.7913,
          "hd95": 21.91
        },
        "DeTTA": {
          "dice": 0.8479,
          "hd95": 15.84
        },
        "TestFit": {
          "dice": 0.8686,
          "hd95": 11.52
        },
        "DANN": {
          "dice": 0.8425,
          "hd95": 14.71
        },
        "SmaRT": {
          "dice": 0.9108,
          "hd95": 6.19
        },
        "DG-TTA": {
          "dice": 0.8725,
          "hd95": 13.37
        },
        "SaTTCA": {
          "dice": 0.8426,
          "hd95": 14.71
        },
        "UPL-SFDA": {
          "dice": 0.8683,
          "hd95": 13.26
        },
        "TENT": {
          "dice": 0.8558,
          "hd95": 14.33
        },
        "ProSFDA": {
          "dice": 0.8696,
          "hd95": 14.41
        },
        "ExploringTTA": {
          "dice": 0.8519,
          "hd95": 14.81
        },
        "PASS": {
          "dice": 0.8426,
          "hd95": 15.90
        },
        "VPTTA": {
          "dice": 0.8562,
          "hd95": 16.96
        },
        "AdaMI": {
          "dice": 0.8425,
          "hd95": 16.84
        }
      }
    },
    "CXR": {
      "domainShift": "Mild",
      "baseline": {
        "intra": {
          "dice": 0.9557,
          "hd95": 1.02
        },
        "target": {
          "dice": 0.9093,
          "hd95": 5.15
        }
      },
      "methods": {
        "AIF-SFDA": {
          "dice": 0.9274,
          "hd95": 3.39
        },
        "STDR": {
          "dice": 0.9260,
          "hd95": 3.87
        },
        "RSA": {
          "dice": 0.9183,
          "hd95": 4.64
        },
        "SFDA-FSM": {
          "dice": 0.9663,
          "hd95": 0.56
        },
        "DL-TTA": {
          "dice": 0.9162,
          "hd95": 4.36
        },
        "GraTa": {
          "dice": 0.9212,
          "hd95": 4.73
        },
        "UDA-MIMA": {
          "dice": 0.9199,
          "hd95": 5.26
        },
        "DeTTA": {
          "dice": 0.9095,
          "hd95": 4.35
        },
        "TestFit": {
          "dice": 0.9120,
          "hd95": 5.59
        },
        "DANN": {
          "dice": 0.9344,
          "hd95": 3.51
        },
        "SmaRT": {
          "dice": 0.9501,
          "hd95": 1.77
        },
        "DG-TTA": {
          "dice": 0.9420,
          "hd95": 2.92
        },
        "SaTTCA": {
          "dice": 0.9348,
          "hd95": 3.40
        },
        "UPL-SFDA": {
          "dice": 0.9042,
          "hd95": 5.47
        },
        "TENT": {
          "dice": 0.9325,
          "hd95": 3.69
        },
        "ProSFDA": {
          "dice": 0.9451,
          "hd95": 2.56
        },
        "ExploringTTA": {
          "dice": 0.9286,
          "hd95": 3.89
        },
        "PASS": {
          "dice": 0.9346,
          "hd95": 3.50
        },
        "VPTTA": {
          "dice": 0.8978,
          "hd95": 4.87
        },
        "AdaMI": {
          "dice": 0.9363,
          "hd95": 3.49
        }
      }
    },
    "CT": {
      "domainShift": "Strong",
      "baseline": {
        "intra": {
          "dice": 0.8949,
          "hd95": 1.63
        },
        "target": {
          "dice": 0.6595,
          "hd95": 13.91
        }
      },
      "methods": {
        "AIF-SFDA": {
          "dice": 0.7018,
          "hd95": 9.39
        },
        "STDR": {
          "dice": 0.7255,
          "hd95": 11.34
        },
        "RSA": {
          "dice": 0.6973,
          "hd95": 12.39
        },
        "SFDA-FSM": {
          "dice": 0.7780,
          "hd95": 6.88
        },
        "DL-TTA": {
          "dice": 0.6752,
          "hd95": 11.58
        },
        "GraTa": {
          "dice": 0.6916,
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      "regions": [
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        "TC",
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      "baseline": {
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  }
}