code/outputs/results_claim4_analysis.json

{
  "n_models": 4,
  "models": [
    "Barlow Twins ResNet-50",
    "VICReg ResNet-50",
    "CLIP ViT-B/16",
    "CLIP ViT-L/14"
  ],
  "G.PR": {
    "r": -0.9787926477115403,
    "p": 0.021207352288459713,
    "n": 4,
    "R2": 0.9580350472141679
  },
  "G.Iso": {
    "r": -0.9524314156238378,
    "p": 0.04756858437616218,
    "n": 4,
    "R2": 0.9071256014672283
  },
  "L.Iso": {
    "r": 0.8625324052036188,
    "p": 0.13746759479638104,
    "n": 4,
    "R2": 0.7439621500263369
  },
  "JER": {
    "r": 0.9391482672175308,
    "p": 0.06085173278246936,
    "n": 4,
    "R2": 0.8819994678176907
  },
  "disc": {
    "r": 0.9998979852075895,
    "p": 0.00010201479241045419,
    "n": 4,
    "R2": 0.9997959808221973
  },
  "JER+Disc": {
    "R2": 0.9999995900118995,
    "LOO_R2": 0.999182280034174,
    "n": 4
  },
  "by_family": {
    "Var-Decorr": {
      "binding_mean": 0.63,
      "JER_mean": 25.902927858501215,
      "models": [
        "Barlow Twins ResNet-50",
        "VICReg ResNet-50"
      ]
    },
    "Vision-Lang": {
      "binding_mean": 0.333,
      "JER_mean": 18.047292751316455,
      "models": [
        "CLIP ViT-B/16",
        "CLIP ViT-L/14"
      ]
    }
  },
  "claim4": {
    "var_decorr": {
      "binding_mean": 63.0,
      "JER_mean": 25.902927858501215,
      "n": 2,
      "rows": [
        {
          "model": "Barlow Twins ResNet-50",
          "binding": 0.63,
          "JER": 25.815855778350016
        },
        {
          "model": "VICReg ResNet-50",
          "binding": 0.63,
          "JER": 25.989999938652417
        }
      ]
    },
    "clip": {
      "binding_mean": 33.300000000000004,
      "JER_mean": 18.047292751316455,
      "n": 2,
      "rows": [
        {
          "model": "CLIP ViT-B/16",
          "binding": 0.33,
          "JER": 19.987695949253247
        },
        {
          "model": "CLIP ViT-L/14",
          "binding": 0.336,
          "JER": 16.106889553379666
        }
      ]
    }
  }
}