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Update README.md
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README.md
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@@ -124,9 +124,14 @@ For inference, a preprocessing as close as possible should be used. Refer to the
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* random sampling: 40,000 (if higher)
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* horizontal normalization: mean xy substraction
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* vertical normalization: min z substraction
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* coordinates normalization: 25 meters
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* occlusion: nullify color channels if echo_number > 1
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*
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* Batch size: 10
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* Number of epochs : 100 (min) - 150 (max)
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* Early stopping : patience 6 and val_loss as monitor criterium
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* random sampling: 40,000 (if higher)
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* horizontal normalization: mean xy substraction
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* vertical normalization: min z substraction
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* coordinates normalization: division by 25 meters
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* basic occlusion model: nullify color channels if echo_number > 1
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* features scaling (0-1 range):
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* echo number and number of echos: division by 7
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* color (r, g, b, near-infrared, average color): division by 65280 (i.e. 255*256)
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* features normalization:
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* reflectance: log-normalization, standardization, clipping of amplitude above 3 standard deviations.
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* average color: same as reflectance.
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* Batch size: 10
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* Number of epochs : 100 (min) - 150 (max)
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* Early stopping : patience 6 and val_loss as monitor criterium
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