evaluation.json

{
  "model": "PixelShield Robust Tiny CNN",
  "parameters": 2198,
  "best_epoch": 42,
  "attack": "white-box FGSM over normalized [0,1] pixels",
  "baseline": {
    "epsilon_0.00": 0.9851851851851852,
    "epsilon_0.05": 0.8296296296296296,
    "epsilon_0.10": 0.46296296296296297,
    "epsilon_0.15": 0.2037037037037037,
    "epsilon_0.20": 0.12222222222222222,
    "epsilon_0.25": 0.07037037037037037
  },
  "adversarially_trained": {
    "epsilon_0.00": 0.9444444444444444,
    "epsilon_0.05": 0.8925925925925926,
    "epsilon_0.10": 0.7481481481481481,
    "epsilon_0.15": 0.5555555555555556,
    "epsilon_0.20": 0.32592592592592595,
    "epsilon_0.25": 0.14074074074074075
  },
  "accuracy_delta": {
    "epsilon_0.00": -0.040740740740740744,
    "epsilon_0.05": 0.062962962962963,
    "epsilon_0.10": 0.28518518518518515,
    "epsilon_0.15": 0.35185185185185186,
    "epsilon_0.20": 0.20370370370370372,
    "epsilon_0.25": 0.07037037037037037
  }
}