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CRASAR-U-DROIDs_RDA_metrics_adjusted.json
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| 1 |
+
{
|
| 2 |
+
"global": {
|
| 3 |
+
"model_name": "RDA_UNet_simple_v1",
|
| 4 |
+
"samples": {
|
| 5 |
+
"total": 1.617570644343792,
|
| 6 |
+
"class_level_km": {
|
| 7 |
+
"Partial": 0.08225794159930928,
|
| 8 |
+
"Road Line": 1.58113709288088,
|
| 9 |
+
"Total": 0.0771199915288639
|
| 10 |
+
},
|
| 11 |
+
"total_predicted_segments": 138981
|
| 12 |
+
},
|
| 13 |
+
"metrics": {
|
| 14 |
+
"F1": {
|
| 15 |
+
"class_level_km": {
|
| 16 |
+
"Partial": 0.0045872102425000335,
|
| 17 |
+
"Road Line": 0.9127086729720794,
|
| 18 |
+
"Total": 0.26268231922207413
|
| 19 |
+
},
|
| 20 |
+
"class_level_pixels": {
|
| 21 |
+
"Partial": 0.005266762768650947,
|
| 22 |
+
"Road Line": 0.9262895267743411,
|
| 23 |
+
"Total": 0.27560288347112055
|
| 24 |
+
},
|
| 25 |
+
"macro_km": 0.39332606747888454,
|
| 26 |
+
"macro_pixels": 0.40238639100470414
|
| 27 |
+
},
|
| 28 |
+
"Accuracy": {
|
| 29 |
+
"class_level_km": {
|
| 30 |
+
"Partial": 0.9520815943099001,
|
| 31 |
+
"Road Line": 0.8443521471802937,
|
| 32 |
+
"Total": 0.8755586154060844
|
| 33 |
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},
|
| 34 |
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"class_level_pixels": {
|
| 35 |
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"Partial": 0.9357167085697554,
|
| 36 |
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"Road Line": 0.8664755950199825,
|
| 37 |
+
"Total": 0.9102435207590373
|
| 38 |
+
}
|
| 39 |
+
},
|
| 40 |
+
"Precision": {
|
| 41 |
+
"class_level_km": {
|
| 42 |
+
"Partial": 0.12567710603164023,
|
| 43 |
+
"Road Line": 0.9303315454929081,
|
| 44 |
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"Total": 0.17809696299422884
|
| 45 |
+
},
|
| 46 |
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"class_level_pixels": {
|
| 47 |
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"Partial": 0.136271241332019,
|
| 48 |
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"Road Line": 0.9135786488733324,
|
| 49 |
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"Total": 0.21233049131780604
|
| 50 |
+
},
|
| 51 |
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"macro_km": 0.41136853817292574,
|
| 52 |
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"macro_pixels": 0.42072679384105255
|
| 53 |
+
},
|
| 54 |
+
"Recall": {
|
| 55 |
+
"class_level_km": {
|
| 56 |
+
"Partial": 0.00011596945700723222,
|
| 57 |
+
"Road Line": 0.9637194136708118,
|
| 58 |
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"Total": 0.025317790791260304
|
| 59 |
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},
|
| 60 |
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"class_level_pixels": {
|
| 61 |
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"Partial": 0.00018186991033859599,
|
| 62 |
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"Road Line": 0.9682597412707241,
|
| 63 |
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"Total": 0.018757945120899837
|
| 64 |
+
},
|
| 65 |
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"macro_km": 0.3297177246396931,
|
| 66 |
+
"macro_pixels": 0.32906651876732085
|
| 67 |
+
},
|
| 68 |
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"IoU": {
|
| 69 |
+
"class_level_km": {
|
| 70 |
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"Partial": 0.0022988778392352147,
|
| 71 |
+
"Road Line": 0.8394334161267911,
|
| 72 |
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"Total": 0.15119993431739656
|
| 73 |
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},
|
| 74 |
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"class_level_pixels": {
|
| 75 |
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"Partial": 0.0026403343917611316,
|
| 76 |
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"Road Line": 0.8626995357431565,
|
| 77 |
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"Total": 0.15982564620955447
|
| 78 |
+
},
|
| 79 |
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"macro_km": 0.3309774094278076,
|
| 80 |
+
"macro_pixels": 0.3417218387814907
|
| 81 |
+
},
|
| 82 |
+
"Confusion_Matrix_pixels": {
|
| 83 |
+
"matrix": [
|
| 84 |
+
[
|
| 85 |
+
978.9470361680781,
|
| 86 |
+
308278.53991328273,
|
| 87 |
+
55303.95636569519
|
| 88 |
+
],
|
| 89 |
+
[
|
| 90 |
+
2501.863770658618,
|
| 91 |
+
4826165.0313697085,
|
| 92 |
+
309054.19092452247
|
| 93 |
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],
|
| 94 |
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[
|
| 95 |
+
3703.0016146285084,
|
| 96 |
+
148259.82521336857,
|
| 97 |
+
98219.29575414368
|
| 98 |
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]
|
| 99 |
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],
|
| 100 |
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"class_labels": [
|
| 101 |
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"Partial",
|
| 102 |
+
"Road Line",
|
| 103 |
+
"Total"
|
| 104 |
+
]
|
| 105 |
+
},
|
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ADDED
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@@ -0,0 +1,654 @@
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RDA_UNet_simple_attention-epoch=12-step=6500.ckpt
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version https://git-lfs.github.com/spec/v1
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size 981321858
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RDA_UNet_simple_v1_adjusted.yaml
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@@ -0,0 +1,196 @@
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|
| 1 |
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name: "RDA_UNet_simple_attention"
|
| 2 |
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model: "MaskedUNet"
|
| 3 |
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task: "RDA"
|
| 4 |
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masking_strategy_parameters:
|
| 5 |
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road_width_pixels: 40
|
| 6 |
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train_location_strategy: "grid"
|
| 7 |
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train_location_parameters:
|
| 8 |
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sample_generator_process_pool_size: 6
|
| 9 |
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adjustment_buffer_distance_px: 326
|
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train_presentation_strategy: "weighted"
|
| 11 |
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train_presentation_strategy_parameters:
|
| 12 |
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length: 4000
|
| 13 |
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expected_class_balances:
|
| 14 |
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Not Able To Determine: 1
|
| 15 |
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Partial Flooding: 1
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| 16 |
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Partial Obstruction: 1
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Partial Road Condition: 1
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Particulate Partial: 1
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Particulate Total: 1
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Road Line: 1
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Total Destruction: 1
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Total Flooding: 1
|
| 23 |
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Total Obstruction: 1
|
| 24 |
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balance_monitor: "pixel"
|
| 25 |
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train_dataset_adaptor_parameters:
|
| 26 |
+
tile_x: 2048
|
| 27 |
+
tile_y: 2048
|
| 28 |
+
mask_x: 2048
|
| 29 |
+
mask_y: 2048
|
| 30 |
+
backend: "auto"
|
| 31 |
+
train_annotator_parameters:
|
| 32 |
+
generate_adjusted_samples: False
|
| 33 |
+
validation_location_strategy: "grid"
|
| 34 |
+
validation_location_parameters:
|
| 35 |
+
sample_generator_process_pool_size: 6
|
| 36 |
+
adjustment_buffer_distance_px: 326
|
| 37 |
+
validation_presentation_strategy: "indexed"
|
| 38 |
+
validation_dataset_adaptor_parameters:
|
| 39 |
+
tile_x: 2048
|
| 40 |
+
tile_y: 2048
|
| 41 |
+
mask_x: 2048
|
| 42 |
+
mask_y: 2048
|
| 43 |
+
backend: "auto"
|
| 44 |
+
validation_annotator_parameters:
|
| 45 |
+
generate_adjusted_samples: False
|
| 46 |
+
channel_maps:
|
| 47 |
+
background_class_idx: 0
|
| 48 |
+
default_label: Road Line
|
| 49 |
+
input_dataset_class_2_idx_map:
|
| 50 |
+
Background: 0
|
| 51 |
+
Not Able To Determine: 3
|
| 52 |
+
Partial Flooding: 2
|
| 53 |
+
Partial Obstruction: 2
|
| 54 |
+
Partial Road Condition: 2
|
| 55 |
+
Particulate Partial: 2
|
| 56 |
+
Particulate Total: 3
|
| 57 |
+
Road Line: 1
|
| 58 |
+
Total Destruction: 3
|
| 59 |
+
Total Flooding: 3
|
| 60 |
+
Total Obstruction: 3
|
| 61 |
+
model_class_2_color_map:
|
| 62 |
+
Background:
|
| 63 |
+
alpha: 0
|
| 64 |
+
blue: 0
|
| 65 |
+
green: 0
|
| 66 |
+
red: 0
|
| 67 |
+
Partial:
|
| 68 |
+
alpha: 255
|
| 69 |
+
blue: 0
|
| 70 |
+
green: 255
|
| 71 |
+
red: 255
|
| 72 |
+
Road Line:
|
| 73 |
+
alpha: 255
|
| 74 |
+
blue: 0
|
| 75 |
+
green: 255
|
| 76 |
+
red: 0
|
| 77 |
+
Total:
|
| 78 |
+
alpha: 255
|
| 79 |
+
blue: 0
|
| 80 |
+
green: 0
|
| 81 |
+
red: 255
|
| 82 |
+
output_class_2_idx_map:
|
| 83 |
+
Background: 0
|
| 84 |
+
Partial: 2
|
| 85 |
+
Road Line: 1
|
| 86 |
+
Total: 3
|
| 87 |
+
input:
|
| 88 |
+
road_line_buffer_width_pixels: 40
|
| 89 |
+
road_line_segment_length_pixels: 40
|
| 90 |
+
channels:
|
| 91 |
+
blue: 2
|
| 92 |
+
green: 1
|
| 93 |
+
mask: 3
|
| 94 |
+
red: 0
|
| 95 |
+
sample_generator_parameters:
|
| 96 |
+
label_tolerance: 0.1
|
| 97 |
+
normalized_inputs: true
|
| 98 |
+
validation_parameters:
|
| 99 |
+
batch_size: 1
|
| 100 |
+
validation_monitor: "val_macro_iou"
|
| 101 |
+
validation_monitor_mode: "max"
|
| 102 |
+
validation_checkpoint_save_top_k: 3
|
| 103 |
+
validation_reduce_lr_on_plateau_patience: 3
|
| 104 |
+
validation_reduce_lr_on_plateau_cooldown: 3
|
| 105 |
+
training_parameters:
|
| 106 |
+
batch_size: 1
|
| 107 |
+
grad_accumulation: 8
|
| 108 |
+
l1_reg: 1.0e-06
|
| 109 |
+
l2_reg: 1.0e-05
|
| 110 |
+
log_images_every_n_steps: 100
|
| 111 |
+
mask_x: 2048
|
| 112 |
+
mask_y: 2048
|
| 113 |
+
max_epochs: 100
|
| 114 |
+
optimizer_parameters:
|
| 115 |
+
name: "AdamW"
|
| 116 |
+
lr: 0.0005
|
| 117 |
+
weight_decay: 0.00001
|
| 118 |
+
output_class_weights_strategy: "ipw"
|
| 119 |
+
normalize_weights: False
|
| 120 |
+
output_class_weights:
|
| 121 |
+
Background: 1.0e-06
|
| 122 |
+
Partial: 45
|
| 123 |
+
Road Line: 1
|
| 124 |
+
Total: 35
|
| 125 |
+
samples_per_epoch: 4000
|
| 126 |
+
tile_x: 2048
|
| 127 |
+
tile_y: 2048
|
| 128 |
+
loss_parameters:
|
| 129 |
+
loss: [["cross entropy", 1.0]]
|
| 130 |
+
gamma: 2
|
| 131 |
+
alpha: 0.25
|
| 132 |
+
bins: 10
|
| 133 |
+
momentum: 0.9
|
| 134 |
+
smooth: 1.0e-06
|
| 135 |
+
model_parameters:
|
| 136 |
+
layers:
|
| 137 |
+
inc:
|
| 138 |
+
out_channels: 32
|
| 139 |
+
dilation: 1
|
| 140 |
+
kernel_size: 5
|
| 141 |
+
padding_mode: "zeros"
|
| 142 |
+
down_1:
|
| 143 |
+
in_channels: 32
|
| 144 |
+
out_channels: 64
|
| 145 |
+
dilation: 1
|
| 146 |
+
kernel_size: 5
|
| 147 |
+
padding_mode: "zeros"
|
| 148 |
+
down_2:
|
| 149 |
+
in_channels: 64
|
| 150 |
+
out_channels: 128
|
| 151 |
+
dilation: 1
|
| 152 |
+
kernel_size: 5
|
| 153 |
+
padding_mode: "zeros"
|
| 154 |
+
down_3:
|
| 155 |
+
in_channels: 128
|
| 156 |
+
out_channels: 256
|
| 157 |
+
dilation: 1
|
| 158 |
+
kernel_size: 5
|
| 159 |
+
padding_mode: "zeros"
|
| 160 |
+
down_4:
|
| 161 |
+
in_channels: 256
|
| 162 |
+
out_channels: 512
|
| 163 |
+
dilation: 1
|
| 164 |
+
kernel_size: 5
|
| 165 |
+
padding_mode: "zeros"
|
| 166 |
+
down_5:
|
| 167 |
+
in_channels: 512
|
| 168 |
+
out_channels: 1024
|
| 169 |
+
dilation: 1
|
| 170 |
+
kernel_size: 5
|
| 171 |
+
padding_mode: "zeros"
|
| 172 |
+
up_0:
|
| 173 |
+
attention: True
|
| 174 |
+
bilinear: False
|
| 175 |
+
in_channels: 1024
|
| 176 |
+
out_channels: 512
|
| 177 |
+
up_1:
|
| 178 |
+
attention: True
|
| 179 |
+
bilinear: False
|
| 180 |
+
in_channels: 512
|
| 181 |
+
out_channels: 256
|
| 182 |
+
up_2:
|
| 183 |
+
attention: True
|
| 184 |
+
bilinear: False
|
| 185 |
+
in_channels: 256
|
| 186 |
+
out_channels: 128
|
| 187 |
+
up_3:
|
| 188 |
+
attention: True
|
| 189 |
+
bilinear: False
|
| 190 |
+
in_channels: 128
|
| 191 |
+
out_channels: 64
|
| 192 |
+
up_4:
|
| 193 |
+
attention: True
|
| 194 |
+
bilinear: False
|
| 195 |
+
in_channels: 64
|
| 196 |
+
out_channels: 32
|
RDA_UNet_simple_v1_unadjusted.yaml
ADDED
|
@@ -0,0 +1,197 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
name: "RDA_UNet_simple_v1"
|
| 2 |
+
model: "MaskedUNet"
|
| 3 |
+
task: "RDA"
|
| 4 |
+
masking_strategy_parameters:
|
| 5 |
+
road_width_pixels: 40
|
| 6 |
+
train_location_strategy: "grid"
|
| 7 |
+
train_location_parameters:
|
| 8 |
+
sample_generator_process_pool_size: 6
|
| 9 |
+
adjustment_buffer_distance_px: 326
|
| 10 |
+
train_presentation_strategy: "weighted"
|
| 11 |
+
train_presentation_strategy_parameters:
|
| 12 |
+
length: 4000
|
| 13 |
+
expected_class_balances:
|
| 14 |
+
Not Able To Determine: 1
|
| 15 |
+
Partial Flooding: 1
|
| 16 |
+
Partial Obstruction: 1
|
| 17 |
+
Partial Road Condition: 1
|
| 18 |
+
Particulate Partial: 1
|
| 19 |
+
Particulate Total: 1
|
| 20 |
+
Road Line: 1
|
| 21 |
+
Total Destruction: 1
|
| 22 |
+
Total Flooding: 1
|
| 23 |
+
Total Obstruction: 1
|
| 24 |
+
balance_monitor: "pixel"
|
| 25 |
+
train_dataset_adaptor_parameters:
|
| 26 |
+
tile_x: 2048
|
| 27 |
+
tile_y: 2048
|
| 28 |
+
mask_x: 2048
|
| 29 |
+
mask_y: 2048
|
| 30 |
+
backend: "auto"
|
| 31 |
+
train_annotator_parameters:
|
| 32 |
+
generate_adjusted_samples: False
|
| 33 |
+
validation_location_strategy: "grid"
|
| 34 |
+
validation_location_parameters:
|
| 35 |
+
sample_generator_process_pool_size: 6
|
| 36 |
+
adjustment_buffer_distance_px: 326
|
| 37 |
+
validation_presentation_strategy: "indexed"
|
| 38 |
+
validation_dataset_adaptor_parameters:
|
| 39 |
+
tile_x: 2048
|
| 40 |
+
tile_y: 2048
|
| 41 |
+
mask_x: 2048
|
| 42 |
+
mask_y: 2048
|
| 43 |
+
backend: "auto"
|
| 44 |
+
validation_annotator_parameters:
|
| 45 |
+
generate_adjusted_samples: False
|
| 46 |
+
channel_maps:
|
| 47 |
+
background_class_idx: 0
|
| 48 |
+
default_label: Road Line
|
| 49 |
+
input_dataset_class_2_idx_map:
|
| 50 |
+
Background: 0
|
| 51 |
+
Not Able To Determine: 3
|
| 52 |
+
Partial Flooding: 2
|
| 53 |
+
Partial Obstruction: 2
|
| 54 |
+
Partial Road Condition: 2
|
| 55 |
+
Particulate Partial: 2
|
| 56 |
+
Particulate Total: 3
|
| 57 |
+
Road Line: 1
|
| 58 |
+
Total Destruction: 3
|
| 59 |
+
Total Flooding: 3
|
| 60 |
+
Total Obstruction: 3
|
| 61 |
+
model_class_2_color_map:
|
| 62 |
+
Background:
|
| 63 |
+
alpha: 0
|
| 64 |
+
blue: 0
|
| 65 |
+
green: 0
|
| 66 |
+
red: 0
|
| 67 |
+
Partial:
|
| 68 |
+
alpha: 255
|
| 69 |
+
blue: 0
|
| 70 |
+
green: 255
|
| 71 |
+
red: 255
|
| 72 |
+
Road Line:
|
| 73 |
+
alpha: 255
|
| 74 |
+
blue: 0
|
| 75 |
+
green: 255
|
| 76 |
+
red: 0
|
| 77 |
+
Total:
|
| 78 |
+
alpha: 255
|
| 79 |
+
blue: 0
|
| 80 |
+
green: 0
|
| 81 |
+
red: 255
|
| 82 |
+
output_class_2_idx_map:
|
| 83 |
+
Background: 0
|
| 84 |
+
Partial: 2
|
| 85 |
+
Road Line: 1
|
| 86 |
+
Total: 3
|
| 87 |
+
input:
|
| 88 |
+
road_line_buffer_width_pixels: 40
|
| 89 |
+
road_line_segment_length_pixels: 40
|
| 90 |
+
channels:
|
| 91 |
+
blue: 2
|
| 92 |
+
green: 1
|
| 93 |
+
mask: 3
|
| 94 |
+
red: 0
|
| 95 |
+
sample_generator_parameters:
|
| 96 |
+
label_tolerance: 0.1
|
| 97 |
+
normalized_inputs: false
|
| 98 |
+
validation_parameters:
|
| 99 |
+
batch_size: 1
|
| 100 |
+
validation_monitor: "val_macro_iou"
|
| 101 |
+
validation_monitor_mode: "max"
|
| 102 |
+
validation_checkpoint_save_top_k: 3
|
| 103 |
+
validation_reduce_lr_on_plateau_patience: 3
|
| 104 |
+
validation_reduce_lr_on_plateau_cooldown: 3
|
| 105 |
+
training_parameters:
|
| 106 |
+
gradient_clip_val: 10.0
|
| 107 |
+
batch_size: 1
|
| 108 |
+
grad_accumulation: 8
|
| 109 |
+
l1_reg: 1.0e-06
|
| 110 |
+
l2_reg: 1.0e-05
|
| 111 |
+
log_images_every_n_steps: 100
|
| 112 |
+
mask_x: 2048
|
| 113 |
+
mask_y: 2048
|
| 114 |
+
max_epochs: 100
|
| 115 |
+
optimizer_parameters:
|
| 116 |
+
name: "AdamW"
|
| 117 |
+
lr: 0.0005
|
| 118 |
+
weight_decay: 0.00001
|
| 119 |
+
output_class_weights_strategy: "ipw"
|
| 120 |
+
normalize_weights: False
|
| 121 |
+
output_class_weights:
|
| 122 |
+
Background: 1.0e-06
|
| 123 |
+
Partial: 45
|
| 124 |
+
Road Line: 1
|
| 125 |
+
Total: 35
|
| 126 |
+
samples_per_epoch: 4000
|
| 127 |
+
tile_x: 2048
|
| 128 |
+
tile_y: 2048
|
| 129 |
+
loss_parameters:
|
| 130 |
+
loss: [["cross entropy", 1.0]]
|
| 131 |
+
gamma: 2
|
| 132 |
+
alpha: 0.25
|
| 133 |
+
bins: 10
|
| 134 |
+
momentum: 0.9
|
| 135 |
+
smooth: 1.0e-06
|
| 136 |
+
model_parameters:
|
| 137 |
+
layers:
|
| 138 |
+
inc:
|
| 139 |
+
out_channels: 32
|
| 140 |
+
dilation: 1
|
| 141 |
+
kernel_size: 5
|
| 142 |
+
padding_mode: "zeros"
|
| 143 |
+
down_1:
|
| 144 |
+
in_channels: 32
|
| 145 |
+
out_channels: 64
|
| 146 |
+
dilation: 1
|
| 147 |
+
kernel_size: 5
|
| 148 |
+
padding_mode: "zeros"
|
| 149 |
+
down_2:
|
| 150 |
+
in_channels: 64
|
| 151 |
+
out_channels: 128
|
| 152 |
+
dilation: 1
|
| 153 |
+
kernel_size: 5
|
| 154 |
+
padding_mode: "zeros"
|
| 155 |
+
down_3:
|
| 156 |
+
in_channels: 128
|
| 157 |
+
out_channels: 256
|
| 158 |
+
dilation: 1
|
| 159 |
+
kernel_size: 5
|
| 160 |
+
padding_mode: "zeros"
|
| 161 |
+
down_4:
|
| 162 |
+
in_channels: 256
|
| 163 |
+
out_channels: 512
|
| 164 |
+
dilation: 1
|
| 165 |
+
kernel_size: 5
|
| 166 |
+
padding_mode: "zeros"
|
| 167 |
+
down_5:
|
| 168 |
+
in_channels: 512
|
| 169 |
+
out_channels: 1024
|
| 170 |
+
dilation: 1
|
| 171 |
+
kernel_size: 5
|
| 172 |
+
padding_mode: "zeros"
|
| 173 |
+
up_0:
|
| 174 |
+
attention: True
|
| 175 |
+
bilinear: False
|
| 176 |
+
in_channels: 1024
|
| 177 |
+
out_channels: 512
|
| 178 |
+
up_1:
|
| 179 |
+
attention: True
|
| 180 |
+
bilinear: False
|
| 181 |
+
in_channels: 512
|
| 182 |
+
out_channels: 256
|
| 183 |
+
up_2:
|
| 184 |
+
attention: True
|
| 185 |
+
bilinear: False
|
| 186 |
+
in_channels: 256
|
| 187 |
+
out_channels: 128
|
| 188 |
+
up_3:
|
| 189 |
+
attention: True
|
| 190 |
+
bilinear: False
|
| 191 |
+
in_channels: 128
|
| 192 |
+
out_channels: 64
|
| 193 |
+
up_4:
|
| 194 |
+
attention: True
|
| 195 |
+
bilinear: False
|
| 196 |
+
in_channels: 64
|
| 197 |
+
out_channels: 32
|