face-parsing/speed_comparison_results.json at main · Mrkomiljon/face-parsing · GitHub

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[
  {
    "model": "resnet18",
    "pytorch": {
      "speed_ms": 2.33,
      "std_ms": 5.39,
      "fps": 428.9,
      "size_mb": 52.8
    },
    "onnx": {
      "speed_ms": 10.58,
      "std_ms": 3.11,
      "fps": 94.5,
      "size_mb": 50.7
    }
  },
  {
    "model": "resnet34",
    "pytorch": {
      "speed_ms": 3.49,
      "std_ms": 6.59,
      "fps": 286.1,
      "size_mb": 91.4
    },
    "onnx": {
      "speed_ms": 12.83,
      "std_ms": 3.45,
      "fps": 77.9,
      "size_mb": 89.3
    }
  },
  {
    "model": "efficientnet_b0",
    "pytorch": {
      "speed_ms": 5.33,
      "std_ms": 7.64,
      "fps": 187.6,
      "size_mb": 26.6
    },
    "onnx": {
      "speed_ms": 11.69,
      "std_ms": 1.77,
      "fps": 85.5,
      "size_mb": 26.3
    }
  },
  {
    "model": "efficientnet_b1",
    "pytorch": {
      "speed_ms": 7.0,
      "std_ms": 8.08,
      "fps": 142.9,
      "size_mb": 36.3
    },
    "onnx": {
      "speed_ms": 13.6,
      "std_ms": 1.54,
      "fps": 73.5,
      "size_mb": 35.8
    }
  },
  {
    "model": "efficientnet_b2",
    "pytorch": {
      "speed_ms": 7.0,
      "std_ms": 8.04,
      "fps": 142.9,
      "size_mb": 41.5
    },
    "onnx": {
      "speed_ms": 13.57,
      "std_ms": 1.42,
      "fps": 73.7,
      "size_mb": 41.0
    }
  }
]