DiogoCosta18
37 lines
1.1 KiB
JSON
37 lines
1.1 KiB
JSON
{
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"phase": "phase2",
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"best_existing_run": "p2c_resnet18_facecrop",
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"best_existing_auc": 0.9755,
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"decisions": [
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{
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"choice": "input size",
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"decision": "224x224",
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"evidence": "ResNet18 improves from AUC 0.9366 to 0.9660.",
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"confidence": "high"
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},
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{
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"choice": "face crop",
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"decision": "enable",
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"evidence": "Best Phase 2 run is p2c_resnet18_facecrop with AUC 0.9755.",
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"confidence": "medium-high"
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},
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{
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"choice": "augmentation",
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"decision": "disable for current 20% setting",
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"evidence": "p2e_resnet18_facecrop_aug reaches AUC 0.9737, below facecrop-only 0.9755; SimpleCNN drops sharply.",
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"confidence": "low"
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},
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{
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"choice": "normalization",
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"decision": "ImageNet/default",
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"evidence": "real_norm is only +0.0018 AUC and is less aligned with pretrained ImageNet weights.",
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"confidence": "medium"
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},
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{
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"choice": "source generalization",
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"decision": "report as limitation and diagnostic target",
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"evidence": "Holding out text2img and insight drops pairwise AUC to 0.7595 and 0.8421.",
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"confidence": "high"
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}
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]
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} |