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Avatarr05
/
Multi-trait_SSL
like
0
Avatarr05/GreenHyperSpectra
English
semi/self-supervised
hyperspectral
plant-traits
remote-sensing
vegetation
multi-regression
arxiv:
2507.06806
License:
cc-by-nc-4.0
Model card
Files
Files and versions
xet
Community
1
main
Multi-trait_SSL
/
mae
208 MB
1 contributor
History:
5 commits
Avatarr05
Upload scaler_all_100.pkl
a4d3a2e
verified
2 months ago
checkpoints_MAE_FR_seed155
Upload best_model.pt
2 months ago
checkpoints_MAE_HR_seed155
Upload best_model.pt
2 months ago
MAE_FR_400-2449_FT_155.pt
pickle
Detected Pickle imports (19)
"MAE.utils_mae.Mlp"
,
"torch.nn.modules.container.Sequential"
,
"torch.nn.modules.linear.Linear"
,
"MAE.utils_mae.Attention"
,
"torch.nn.modules.activation.GELU"
,
"collections.OrderedDict"
,
"MAE.utils_mae.Block"
,
"torch.nn.modules.conv.Conv1d"
,
"torch.nn.modules.container.ModuleList"
,
"MAE.utils_mae.SeqEmbed"
,
"torch._utils._rebuild_parameter"
,
"torch.nn.modules.linear.Identity"
,
"torch._utils._rebuild_tensor_v2"
,
"MAE.multi_trait.LatentRegressionModel"
,
"MAE.MAE_1D.MaskedAutoencoder"
,
"torch.FloatStorage"
,
"torch.nn.modules.dropout.Dropout"
,
"torch.nn.modules.normalization.LayerNorm"
,
"__builtin__.set"
How to fix it?
13 MB
xet
Upload 12 files
2 months ago
MAE_FR_400-2449_FT_187_.pt
pickle
Detected Pickle imports (19)
"MAE.utils_mae.Mlp"
,
"torch.nn.modules.container.Sequential"
,
"torch.nn.modules.linear.Linear"
,
"MAE.utils_mae.Attention"
,
"torch.nn.modules.activation.GELU"
,
"collections.OrderedDict"
,
"MAE.utils_mae.Block"
,
"torch.nn.modules.conv.Conv1d"
,
"torch.nn.modules.container.ModuleList"
,
"MAE.utils_mae.SeqEmbed"
,
"torch._utils._rebuild_parameter"
,
"torch.nn.modules.linear.Identity"
,
"torch._utils._rebuild_tensor_v2"
,
"MAE.multi_trait.LatentRegressionModel"
,
"MAE.MAE_1D.MaskedAutoencoder"
,
"torch.FloatStorage"
,
"torch.nn.modules.dropout.Dropout"
,
"torch.nn.modules.normalization.LayerNorm"
,
"__builtin__.set"
How to fix it?
13 MB
xet
Upload 12 files
2 months ago
MAE_FR_400-2449_LP_155.pt
pickle
Detected Pickle imports (19)
"MAE.utils_mae.Mlp"
,
"torch.nn.modules.container.Sequential"
,
"torch.nn.modules.linear.Linear"
,
"MAE.utils_mae.Attention"
,
"torch.nn.modules.activation.GELU"
,
"collections.OrderedDict"
,
"MAE.utils_mae.Block"
,
"torch.nn.modules.conv.Conv1d"
,
"torch.nn.modules.container.ModuleList"
,
"MAE.utils_mae.SeqEmbed"
,
"torch._utils._rebuild_parameter"
,
"torch.nn.modules.linear.Identity"
,
"torch._utils._rebuild_tensor_v2"
,
"MAE.multi_trait.LatentRegressionModel"
,
"MAE.MAE_1D.MaskedAutoencoder"
,
"torch.FloatStorage"
,
"torch.nn.modules.dropout.Dropout"
,
"torch.nn.modules.normalization.LayerNorm"
,
"__builtin__.set"
How to fix it?
13 MB
xet
Upload 12 files
2 months ago
MAE_FR_400-2449_LP_155_.pt
pickle
Detected Pickle imports (19)
"MAE.utils_mae.Mlp"
,
"torch.nn.modules.container.Sequential"
,
"torch.nn.modules.linear.Linear"
,
"MAE.utils_mae.Attention"
,
"torch.nn.modules.activation.GELU"
,
"collections.OrderedDict"
,
"MAE.utils_mae.Block"
,
"torch.nn.modules.conv.Conv1d"
,
"torch.nn.modules.container.ModuleList"
,
"MAE.utils_mae.SeqEmbed"
,
"torch._utils._rebuild_parameter"
,
"torch.nn.modules.linear.Identity"
,
"torch._utils._rebuild_tensor_v2"
,
"MAE.multi_trait.LatentRegressionModel"
,
"MAE.MAE_1D.MaskedAutoencoder"
,
"torch.FloatStorage"
,
"torch.nn.modules.dropout.Dropout"
,
"torch.nn.modules.normalization.LayerNorm"
,
"__builtin__.set"
How to fix it?
13 MB
xet
Upload 12 files
2 months ago
MAE_FR_400-2449_LP_187_.pt
pickle
Detected Pickle imports (19)
"MAE.utils_mae.Mlp"
,
"torch.nn.modules.container.Sequential"
,
"torch.nn.modules.linear.Linear"
,
"MAE.utils_mae.Attention"
,
"torch.nn.modules.activation.GELU"
,
"collections.OrderedDict"
,
"MAE.utils_mae.Block"
,
"torch.nn.modules.conv.Conv1d"
,
"torch.nn.modules.container.ModuleList"
,
"MAE.utils_mae.SeqEmbed"
,
"torch._utils._rebuild_parameter"
,
"torch.nn.modules.linear.Identity"
,
"torch._utils._rebuild_tensor_v2"
,
"MAE.multi_trait.LatentRegressionModel"
,
"MAE.MAE_1D.MaskedAutoencoder"
,
"torch.FloatStorage"
,
"torch.nn.modules.dropout.Dropout"
,
"torch.nn.modules.normalization.LayerNorm"
,
"__builtin__.set"
How to fix it?
13 MB
xet
Upload 12 files
2 months ago
MAE_FR_400-2449_LP_381_.pt
pickle
Detected Pickle imports (19)
"MAE.utils_mae.Mlp"
,
"torch.nn.modules.container.Sequential"
,
"torch.nn.modules.linear.Linear"
,
"MAE.utils_mae.Attention"
,
"torch.nn.modules.activation.GELU"
,
"collections.OrderedDict"
,
"MAE.utils_mae.Block"
,
"torch.nn.modules.conv.Conv1d"
,
"torch.nn.modules.container.ModuleList"
,
"MAE.utils_mae.SeqEmbed"
,
"torch._utils._rebuild_parameter"
,
"torch.nn.modules.linear.Identity"
,
"torch._utils._rebuild_tensor_v2"
,
"MAE.multi_trait.LatentRegressionModel"
,
"MAE.MAE_1D.MaskedAutoencoder"
,
"torch.FloatStorage"
,
"torch.nn.modules.dropout.Dropout"
,
"torch.nn.modules.normalization.LayerNorm"
,
"__builtin__.set"
How to fix it?
13 MB
xet
Upload 12 files
2 months ago
MAE_HR_SWIR_960-2449_FT_155.pt
pickle
Detected Pickle imports (19)
"MAE.utils_mae.Mlp"
,
"torch.nn.modules.container.Sequential"
,
"torch.nn.modules.linear.Linear"
,
"MAE.utils_mae.Attention"
,
"torch.nn.modules.activation.GELU"
,
"collections.OrderedDict"
,
"MAE.utils_mae.Block"
,
"torch.nn.modules.conv.Conv1d"
,
"torch.nn.modules.container.ModuleList"
,
"MAE.utils_mae.SeqEmbed"
,
"torch._utils._rebuild_parameter"
,
"torch.nn.modules.linear.Identity"
,
"torch._utils._rebuild_tensor_v2"
,
"MAE.multi_trait.LatentRegressionModel"
,
"MAE.MAE_1D.MaskedAutoencoder"
,
"torch.FloatStorage"
,
"torch.nn.modules.dropout.Dropout"
,
"torch.nn.modules.normalization.LayerNorm"
,
"__builtin__.set"
How to fix it?
13 MB
xet
Upload 12 files
2 months ago
MAE_HR_SWIR_960-2449_LP_155.pt
pickle
Detected Pickle imports (19)
"MAE.utils_mae.Mlp"
,
"torch.nn.modules.container.Sequential"
,
"torch.nn.modules.linear.Linear"
,
"MAE.utils_mae.Attention"
,
"torch.nn.modules.activation.GELU"
,
"collections.OrderedDict"
,
"MAE.utils_mae.Block"
,
"torch.nn.modules.conv.Conv1d"
,
"torch.nn.modules.container.ModuleList"
,
"MAE.utils_mae.SeqEmbed"
,
"torch._utils._rebuild_parameter"
,
"torch.nn.modules.linear.Identity"
,
"torch._utils._rebuild_tensor_v2"
,
"MAE.multi_trait.LatentRegressionModel"
,
"MAE.MAE_1D.MaskedAutoencoder"
,
"torch.FloatStorage"
,
"torch.nn.modules.dropout.Dropout"
,
"torch.nn.modules.normalization.LayerNorm"
,
"__builtin__.set"
How to fix it?
13 MB
xet
Upload 12 files
2 months ago
MAE_HR_VNIR_400-899_FT_155.pt
pickle
Detected Pickle imports (19)
"MAE.utils_mae.Mlp"
,
"torch.nn.modules.container.Sequential"
,
"torch.nn.modules.linear.Linear"
,
"MAE.utils_mae.Attention"
,
"torch.nn.modules.activation.GELU"
,
"collections.OrderedDict"
,
"MAE.utils_mae.Block"
,
"torch.nn.modules.conv.Conv1d"
,
"torch.nn.modules.container.ModuleList"
,
"MAE.utils_mae.SeqEmbed"
,
"torch._utils._rebuild_parameter"
,
"torch.nn.modules.linear.Identity"
,
"torch._utils._rebuild_tensor_v2"
,
"MAE.multi_trait.LatentRegressionModel"
,
"MAE.MAE_1D.MaskedAutoencoder"
,
"torch.FloatStorage"
,
"torch.nn.modules.dropout.Dropout"
,
"torch.nn.modules.normalization.LayerNorm"
,
"__builtin__.set"
How to fix it?
13 MB
xet
Upload 12 files
2 months ago
MAE_HR_VNIR_400-899_LP_155.pt
pickle
Detected Pickle imports (19)
"MAE.utils_mae.Mlp"
,
"torch.nn.modules.container.Sequential"
,
"torch.nn.modules.linear.Linear"
,
"MAE.utils_mae.Attention"
,
"torch.nn.modules.activation.GELU"
,
"collections.OrderedDict"
,
"MAE.utils_mae.Block"
,
"torch.nn.modules.conv.Conv1d"
,
"torch.nn.modules.container.ModuleList"
,
"MAE.utils_mae.SeqEmbed"
,
"torch._utils._rebuild_parameter"
,
"torch.nn.modules.linear.Identity"
,
"torch._utils._rebuild_tensor_v2"
,
"MAE.multi_trait.LatentRegressionModel"
,
"MAE.MAE_1D.MaskedAutoencoder"
,
"torch.FloatStorage"
,
"torch.nn.modules.dropout.Dropout"
,
"torch.nn.modules.normalization.LayerNorm"
,
"__builtin__.set"
How to fix it?
13 MB
xet
Upload 12 files
2 months ago
MAE_HR_VNIR_400-999_FT_155.pt
pickle
Detected Pickle imports (19)
"MAE.utils_mae.Mlp"
,
"torch.nn.modules.container.Sequential"
,
"torch.nn.modules.linear.Linear"
,
"MAE.utils_mae.Attention"
,
"torch.nn.modules.activation.GELU"
,
"collections.OrderedDict"
,
"MAE.utils_mae.Block"
,
"torch.nn.modules.conv.Conv1d"
,
"torch.nn.modules.container.ModuleList"
,
"MAE.utils_mae.SeqEmbed"
,
"torch._utils._rebuild_parameter"
,
"torch.nn.modules.linear.Identity"
,
"torch._utils._rebuild_tensor_v2"
,
"MAE.multi_trait.LatentRegressionModel"
,
"MAE.MAE_1D.MaskedAutoencoder"
,
"torch.FloatStorage"
,
"torch.nn.modules.dropout.Dropout"
,
"torch.nn.modules.normalization.LayerNorm"
,
"__builtin__.set"
How to fix it?
13 MB
xet
Upload 12 files
2 months ago
MAE_HR_VNIR_400-999_LP_155.pt
pickle
Detected Pickle imports (19)
"MAE.utils_mae.Mlp"
,
"torch.nn.modules.container.Sequential"
,
"torch.nn.modules.linear.Linear"
,
"MAE.utils_mae.Attention"
,
"torch.nn.modules.activation.GELU"
,
"collections.OrderedDict"
,
"MAE.utils_mae.Block"
,
"torch.nn.modules.conv.Conv1d"
,
"torch.nn.modules.container.ModuleList"
,
"MAE.utils_mae.SeqEmbed"
,
"torch._utils._rebuild_parameter"
,
"torch.nn.modules.linear.Identity"
,
"torch._utils._rebuild_tensor_v2"
,
"MAE.multi_trait.LatentRegressionModel"
,
"MAE.MAE_1D.MaskedAutoencoder"
,
"torch.FloatStorage"
,
"torch.nn.modules.dropout.Dropout"
,
"torch.nn.modules.normalization.LayerNorm"
,
"__builtin__.set"
How to fix it?
13 MB
xet
Upload 12 files
2 months ago
scaler_all_100.pkl
pickle
Detected Pickle imports (5)
"numpy.ndarray"
,
"numpy.core.multiarray._reconstruct"
,
"sklearn.preprocessing._data.PowerTransformer"
,
"numpy.dtype"
,
"sklearn.preprocessing._data.StandardScaler"
How to fix it?
946 Bytes
xet
Upload scaler_all_100.pkl
2 months ago
