{
"ganDataSourcing": {
"metadata": {
"ganVersion": "v2.0",
"generationTime": "2023-12-31 10:00:00",
"scenario": "Heavy Rain",
"parameters": {
"rainIntensity": 0.8,
"fogDensity": 0.2
},
"seed": 12345,
"dataOrigin": "GAN",
"ganType": "Conditional GAN",
"trainingDataset": "Cityscapes"
},
"dataProvenance": {
"trainingDataInfluence": [
{"dataId": "real_image_001", "influenceScore": 0.7},
{"dataId": "real_image_002", "influenceScore": 0.3}
],
"modelModifications": [
{"timestamp": "2023-12-20", "description": "调整了生成器的学习率"},
{"timestamp": "2023-12-25", "description": "添加了注意力机制"}
]
},
"intermediateFeatures": {
"layer1": [[0.1, 0.2, 0.3], [0.4, 0.5, 0.6], [0.7, 0.8, 0.9]],
"layer2": [[0.9, 0.8, 0.7], [0.6, 0.5, 0.4], [0.3, 0.2, 0.1]]
},
"modelInfluence": {
"heatmap": [[0.2, 0.3, 0.4], [0.5, 0.6, 0.7], [0.8, 0.9, 1.0]],
"importantRegions": [
{"region": [100, 150, 200, 250], "label": "car"},
{"region": [300, 350, 350, 400], "label": "pedestrian"}
]
},
"qualityMetrics": {
"fid": 5.2,
"inceptionScore": 11.3,
"ms_ssim": 0.88
},
"scenarioAnalysis": {
"weatherConditions": {
"rainIntensity": 0.8,
"fogDensity": 0.5,
"visibility": 100
},
"lightingConditions": {
"timeOfDay": "night",
"illuminationLevel": "low"
},
"trafficDensity": "high",
"objectDensity": "medium",
"criticalObjects": [
{"type": "pedestrian", "distance": 30, "speed": 5},
{"type": "vehicle", "distance": 50, "speed": 15}
]
}
}
}