ligo-glitch-vit-cnn / examples /expected_output.json
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Initial release: ViT-B/16 and ResNet-50v2 for Gravity Spy glitch classification
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[
{
"filename": "qnPsv3hL2x_1.0s.png",
"true_label": "Blip",
"image_path": "data/spectrograms/Blip/qnPsv3hL2x_1.0s.png",
"vit_prediction": "Blip",
"vit_confidence": 0.990561,
"vit_top3": [
{
"rank": 1,
"class": "Blip",
"probability": 0.990561
},
{
"rank": 2,
"class": "Blip_Low_Frequency",
"probability": 0.003823
},
{
"rank": 3,
"class": "Repeating_Blips",
"probability": 0.001406
}
],
"cnn_prediction": "Blip",
"cnn_confidence": 0.655181,
"cnn_top3": [
{
"rank": 1,
"class": "Blip",
"probability": 0.655181
},
{
"rank": 2,
"class": "Repeating_Blips",
"probability": 0.323093
},
{
"rank": 3,
"class": "Extremely_Loud",
"probability": 0.002679
}
]
},
{
"filename": "EMxVe5MHAz_1.0s.png",
"true_label": "Power_Line",
"image_path": "data/spectrograms/Power_Line/EMxVe5MHAz_1.0s.png",
"vit_prediction": "Power_Line",
"vit_confidence": 0.997734,
"vit_top3": [
{
"rank": 1,
"class": "Power_Line",
"probability": 0.997734
},
{
"rank": 2,
"class": "No_Glitch",
"probability": 0.000965
},
{
"rank": 3,
"class": "Blip_Low_Frequency",
"probability": 0.000165
}
],
"cnn_prediction": "Power_Line",
"cnn_confidence": 0.912969,
"cnn_top3": [
{
"rank": 1,
"class": "Power_Line",
"probability": 0.912969
},
{
"rank": 2,
"class": "Air_Compressor",
"probability": 0.057046
},
{
"rank": 3,
"class": "No_Glitch",
"probability": 0.007583
}
]
},
{
"filename": "kwYnhvabQ8_1.0s.png",
"true_label": "Chirp",
"image_path": "data/spectrograms/Chirp/kwYnhvabQ8_1.0s.png",
"vit_prediction": "Blip_Low_Frequency",
"vit_confidence": 0.944321,
"vit_top3": [
{
"rank": 1,
"class": "Blip_Low_Frequency",
"probability": 0.944321
},
{
"rank": 2,
"class": "Blip",
"probability": 0.033233
},
{
"rank": 3,
"class": "Repeating_Blips",
"probability": 0.005682
}
],
"cnn_prediction": "Chirp",
"cnn_confidence": 0.514547,
"cnn_top3": [
{
"rank": 1,
"class": "Chirp",
"probability": 0.514547
},
{
"rank": 2,
"class": "Blip_Low_Frequency",
"probability": 0.274587
},
{
"rank": 3,
"class": "Blip",
"probability": 0.14339
}
]
},
{
"filename": "mRGHzX9W9X_1.0s.png",
"true_label": "No_Glitch",
"image_path": "data/spectrograms/No_Glitch/mRGHzX9W9X_1.0s.png",
"vit_prediction": "No_Glitch",
"vit_confidence": 0.991169,
"vit_top3": [
{
"rank": 1,
"class": "No_Glitch",
"probability": 0.991169
},
{
"rank": 2,
"class": "1400Ripples",
"probability": 0.004831
},
{
"rank": 3,
"class": "Power_Line",
"probability": 0.000853
}
],
"cnn_prediction": "No_Glitch",
"cnn_confidence": 0.989384,
"cnn_top3": [
{
"rank": 1,
"class": "No_Glitch",
"probability": 0.989384
},
{
"rank": 2,
"class": "1400Ripples",
"probability": 0.003378
},
{
"rank": 3,
"class": "Helix",
"probability": 0.002471
}
]
},
{
"filename": "XvHH2XRheR_1.0s.png",
"true_label": "Scattered_Light",
"image_path": "data/spectrograms/Scattered_Light/XvHH2XRheR_1.0s.png",
"vit_prediction": "Scattered_Light",
"vit_confidence": 0.995357,
"vit_top3": [
{
"rank": 1,
"class": "Scattered_Light",
"probability": 0.995357
},
{
"rank": 2,
"class": "Extremely_Loud",
"probability": 0.001687
},
{
"rank": 3,
"class": "Fast_Scattering",
"probability": 0.000669
}
],
"cnn_prediction": "Scattered_Light",
"cnn_confidence": 0.962074,
"cnn_top3": [
{
"rank": 1,
"class": "Scattered_Light",
"probability": 0.962074
},
{
"rank": 2,
"class": "Low_Frequency_Lines",
"probability": 0.017069
},
{
"rank": 3,
"class": "Extremely_Loud",
"probability": 0.004967
}
]
}
]