code/bundle/outputs/results_core_analysis.json

{
  "n_models": 13,
  "models": [
    "Barlow Twins ResNet-50",
    "VICReg ResNet-50",
    "SwAV ResNet-50",
    "DINOv2 ViT-S/14",
    "DINOv2 ViT-B/14",
    "DINO ViT-S/16",
    "MAE ViT-B/16",
    "CLIP ViT-B/16",
    "CLIP ViT-L/14",
    "CLIP ViT-B/32",
    "SigLIP ViT-B/16",
    "ConvNeXt Base",
    "ViT-B/16 Supervised"
  ],
  "G.PR": {
    "r": null,
    "p": null,
    "n": 0
  },
  "G.Iso": {
    "r": null,
    "p": null,
    "n": 0
  },
  "L.Iso": {
    "r": null,
    "p": null,
    "n": 0
  },
  "JER": {
    "r": 0.6349174885448835,
    "p": 0.019731151526595932,
    "n": 13,
    "R2": 0.40312021726014224
  },
  "disc": {
    "r": 0.6822080681128653,
    "p": 0.010202310886519078,
    "n": 13,
    "R2": 0.4654078481982883
  },
  "JER+Disc": {
    "R2": 0.5941663745191348,
    "LOO_R2": 0.3899503626205877,
    "n": 13
  },
  "by_family": {
    "Var-Decorr": {
      "binding_mean": 0.626,
      "JER_mean": 25.939373474162508,
      "models": [
        "Barlow Twins ResNet-50",
        "VICReg ResNet-50"
      ]
    },
    "Clustering": {
      "binding_mean": 0.468,
      "JER_mean": 25.49646669241663,
      "models": [
        "SwAV ResNet-50"
      ]
    },
    "Self-Distill": {
      "binding_mean": 0.3373333333333333,
      "JER_mean": 20.715693006294064,
      "models": [
        "DINOv2 ViT-S/14",
        "DINOv2 ViT-B/14",
        "DINO ViT-S/16"
      ]
    },
    "Masked": {
      "binding_mean": 0.218,
      "JER_mean": 6.158948289153923,
      "models": [
        "MAE ViT-B/16"
      ]
    },
    "Vision-Lang": {
      "binding_mean": 0.3255,
      "JER_mean": 21.232866316015773,
      "models": [
        "CLIP ViT-B/16",
        "CLIP ViT-L/14",
        "CLIP ViT-B/32",
        "SigLIP ViT-B/16"
      ]
    },
    "Supervised": {
      "binding_mean": 0.295,
      "JER_mean": 10.18440398123068,
      "models": [
        "ConvNeXt Base",
        "ViT-B/16 Supervised"
      ]
    }
  },
  "claim4": {
    "var_decorr": {
      "binding_mean": 62.6,
      "JER_mean": 25.939373474162508,
      "n": 2,
      "rows": [
        {
          "model": "Barlow Twins ResNet-50",
          "binding": 0.622,
          "JER": 25.89230754512249
        },
        {
          "model": "VICReg ResNet-50",
          "binding": 0.63,
          "JER": 25.986439403202528
        }
      ]
    },
    "clip": {
      "binding_mean": 32.13333333333333,
      "JER_mean": 19.936768987602274,
      "n": 3,
      "rows": [
        {
          "model": "CLIP ViT-B/16",
          "binding": 0.33,
          "JER": 20.348297740203506
        },
        {
          "model": "CLIP ViT-L/14",
          "binding": 0.336,
          "JER": 17.047236793169628
        },
        {
          "model": "CLIP ViT-B/32",
          "binding": 0.298,
          "JER": 22.41477242943368
        }
      ]
    }
  }
}