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zhixiangwei
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ReinPlusPlus

Image Segmentation
English
reinpp
semantic-segmentation
domain-generalization
domain-adaptation
rein
arxiv:2508.01667
Model card Files
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 Community
ReinPlusPlus
File size: 3,363 Bytes
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[
  {
    "model_id": "rdg_usg2cbm_dinov3_rein",
    "status": "passed",
    "metrics": {
      "aAcc": 93.6,
      "mIoU": 74.64,
      "mAcc": 85.92,
      "citys_aAcc": 95.56,
      "citys_mIoU": 78.91,
      "citys_mAcc": 87.89,
      "bdd_aAcc": 92.29,
      "bdd_mIoU": 63.44,
      "bdd_mAcc": 76.47,
      "map_aAcc": 93.55,
      "map_mIoU": 74.78,
      "map_mAcc": 86.22,
      "mean_aAcc": 93.80000000000001,
      "mean_mIoU": 72.37666666666667,
      "mean_mAcc": 83.52666666666667
    }
  },
  {
    "model_id": "rdg_usg2cbm_dinov3-7b_rein",
    "status": "passed",
    "metrics": {
      "aAcc": 93.86,
      "mIoU": 75.95,
      "mAcc": 86.09,
      "citys_aAcc": 95.93,
      "citys_mIoU": 80.02,
      "citys_mAcc": 88.97,
      "bdd_aAcc": 92.46,
      "bdd_mIoU": 66.32,
      "bdd_mAcc": 77.4,
      "map_aAcc": 93.81,
      "map_mIoU": 75.91,
      "map_mAcc": 86.19,
      "mean_aAcc": 94.06666666666666,
      "mean_mIoU": 74.08333333333333,
      "mean_mAcc": 84.18666666666667
    }
  },
  {
    "model_id": "rdg_c2abm_dinov3_rein",
    "status": "passed",
    "metrics": {
      "aAcc": 93.14,
      "mIoU": 74.39,
      "mAcc": 83.92,
      "citys_aAcc": 96.92,
      "citys_mIoU": 84.15,
      "citys_mAcc": 91.23,
      "bdd_aAcc": 93.96,
      "bdd_mIoU": 65.04,
      "bdd_mAcc": 78.83,
      "map_aAcc": 94.77,
      "map_mIoU": 77.41,
      "map_mAcc": 87.45,
      "acdc_night_aAcc": 86.35,
      "acdc_night_mIoU": 55.84,
      "acdc_night_mAcc": 72.32,
      "acdc_snow_aAcc": 95.04,
      "acdc_snow_mIoU": 76.35,
      "acdc_snow_mAcc": 83.76,
      "acdc_fog_aAcc": 96.32,
      "acdc_fog_mIoU": 82.5,
      "acdc_fog_mAcc": 90.95,
      "acdc_rain_aAcc": 95.05,
      "acdc_rain_mIoU": 75.4,
      "acdc_rain_mAcc": 87.17,
      "mean_aAcc": 93.19,
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      "mean_mAcc": 83.55
    }
  },
  {
    "model_id": "rdg_c2abm_dinov3-7b_rein",
    "status": "passed",
    "metrics": {
      "aAcc": 94.36,
      "mIoU": 77.67,
      "mAcc": 86.69,
      "citys_aAcc": 97.05,
      "citys_mIoU": 85.36,
      "citys_mAcc": 92.22,
      "bdd_aAcc": 94.41,
      "bdd_mIoU": 67.97,
      "bdd_mAcc": 80.78,
      "map_aAcc": 94.75,
      "map_mIoU": 77.54,
      "map_mAcc": 87.42,
      "acdc_night_aAcc": 90.5,
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      "acdc_night_mAcc": 81.84,
      "acdc_snow_aAcc": 95.35,
      "acdc_snow_mIoU": 78.35,
      "acdc_snow_mAcc": 85.83,
      "acdc_fog_aAcc": 96.41,
      "acdc_fog_mIoU": 84.72,
      "acdc_fog_mAcc": 91.49,
      "acdc_rain_aAcc": 95.3,
      "acdc_rain_mIoU": 77.72,
      "acdc_rain_mAcc": 88.02,
      "mean_aAcc": 94.39,
      "mean_mIoU": 75.9225,
      "mean_mAcc": 86.795
    }
  },
  {
    "model_id": "rdg_g2cbm_dinov3-7b_rein",
    "status": "passed",
    "metrics": {
      "aAcc": 93.17,
      "mIoU": 72.59,
      "mAcc": 82.6,
      "citys_aAcc": 93.17,
      "citys_mIoU": 73.89,
      "citys_mAcc": 83.98,
      "bdd_aAcc": 92.26,
      "bdd_mIoU": 65.49,
      "bdd_mAcc": 76.49,
      "map_aAcc": 93.21,
      "map_mIoU": 72.58,
      "map_mAcc": 82.58,
      "mean_aAcc": 92.88,
      "mean_mIoU": 70.65333333333332,
      "mean_mAcc": 81.01666666666667
    }
  },
  {
    "model_id": "rda_g2c_dinov3_rein_ta",
    "status": "passed",
    "metrics": {
      "aAcc": 95.58,
      "mIoU": 79.03,
      "mAcc": 86.85
    }
  }
]