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model_contrastive: make water encoder significantly shallower
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2 changed files with 2 additions and 1 deletions
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@ -11,6 +11,7 @@ kernel_initial = tf.keras.initializers.TruncatedNormal(stddev=0.2)
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bias_initial = tf.keras.initializers.Constant(value=0)
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bias_initial = tf.keras.initializers.Constant(value=0)
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depths_dims = dict(
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depths_dims = dict(
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convnext_shallow= (dict(depths=[1, 3, 1], dims=[66, 132, 192])),
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convnext_xtiny = (dict(depths=[3, 3, 6, 3], dims=[66, 132, 264, 528])),
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convnext_xtiny = (dict(depths=[3, 3, 6, 3], dims=[66, 132, 264, 528])),
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# architectures from: https://github.com/facebookresearch/ConvNeXt
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# architectures from: https://github.com/facebookresearch/ConvNeXt
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# A ConvNet for the 2020s: https://arxiv.org/abs/2201.03545
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# A ConvNet for the 2020s: https://arxiv.org/abs/2201.03545
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@ -44,7 +44,7 @@ def model_rainfallwater_contrastive(metadata, shape_water, batch_size=64, featur
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input_height=water_height,
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input_height=water_height,
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input_channels=water_channels,
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input_channels=water_channels,
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feature_dim=feature_dim,
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feature_dim=feature_dim,
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arch_name="convnext_xtiny",
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arch_name="convnext_shallow",
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summary_file=summary_file
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summary_file=summary_file
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)(input_water)
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)(input_water)
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