Upload model_config.json
Browse files- model_config.json +865 -0
model_config.json
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1 |
+
{
|
2 |
+
"satlas_amazon": {
|
3 |
+
"path": "saved_models/Satlas_Amazon_epoch30.pth",
|
4 |
+
"max_batch_size": 4,
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5 |
+
"name": "[SATLAS] Amazon Rainforest RGB Segmentation Model",
|
6 |
+
"dataset_details": {
|
7 |
+
"name": "Amazon and Atlantic Forest image datasets for semantic segmentation",
|
8 |
+
"url": "https://zenodo.org/records/4498086",
|
9 |
+
"dataset_sizes": {
|
10 |
+
"train": 499,
|
11 |
+
"validation": 100,
|
12 |
+
"test": 20
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13 |
+
}
|
14 |
+
},
|
15 |
+
"model_details": {
|
16 |
+
"name": "Sentinel2_SwinB_SI_RGB",
|
17 |
+
"based_on": "https://github.com/allenai/satlaspretrain_models/",
|
18 |
+
"size_MB": 360,
|
19 |
+
"epochs": 30,
|
20 |
+
"num_classes": 2,
|
21 |
+
"labels": [
|
22 |
+
"background",
|
23 |
+
"forest"
|
24 |
+
],
|
25 |
+
"colormap": [
|
26 |
+
[
|
27 |
+
0,
|
28 |
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0,
|
29 |
+
0
|
30 |
+
],
|
31 |
+
[
|
32 |
+
255,
|
33 |
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255,
|
34 |
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255
|
35 |
+
]
|
36 |
+
],
|
37 |
+
"band_input": [
|
38 |
+
"b04",
|
39 |
+
"b03",
|
40 |
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"b02"
|
41 |
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],
|
42 |
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"allowed_image_input_sizes": [
|
43 |
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512,
|
44 |
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1024
|
45 |
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]
|
46 |
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},
|
47 |
+
"evaluation_details": [
|
48 |
+
{
|
49 |
+
"IOU": 0.9160570203553283,
|
50 |
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"IOU mean": 0.9160291616082962,
|
51 |
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"IOU per Class": [
|
52 |
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0.91449968,
|
53 |
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0.91755865
|
54 |
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]
|
55 |
+
},
|
56 |
+
{
|
57 |
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"F1_score Micro": 0.9561897277832025,
|
58 |
+
"F1_score Macro": 0.9561738858131004,
|
59 |
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"F1_score Weighted": 0.9561771721318983,
|
60 |
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"F1_score per Class": [
|
61 |
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0.95534064,
|
62 |
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0.95700713
|
63 |
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]
|
64 |
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},
|
65 |
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{
|
66 |
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"Accuracy": 0.9561897277832031,
|
67 |
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"Accuracy per Class": [
|
68 |
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0.95618973,
|
69 |
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0.95618973
|
70 |
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]
|
71 |
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}
|
72 |
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]
|
73 |
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},
|
74 |
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"satlas_atlantic": {
|
75 |
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"path": "saved_models/Satlas_Atlantic_epoch30.pth",
|
76 |
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"max_batch_size": 4,
|
77 |
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"name": "[SATLAS] Atlantic Forest RGB Segmentation Model",
|
78 |
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"dataset_details": {
|
79 |
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"name": "Amazon and Atlantic Forest image datasets for semantic segmentation",
|
80 |
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"url": "https://zenodo.org/records/4498086",
|
81 |
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"dataset_sizes": {
|
82 |
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"train": 485,
|
83 |
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"validation": 100,
|
84 |
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"test": 20
|
85 |
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}
|
86 |
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},
|
87 |
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"model_details": {
|
88 |
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"name": "Sentinel2_SwinB_SI_RGB",
|
89 |
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"based_on": "https://github.com/allenai/satlaspretrain_models/",
|
90 |
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"size_MB": 360,
|
91 |
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"epochs": 30,
|
92 |
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"num_classes": 2,
|
93 |
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"labels": [
|
94 |
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"background",
|
95 |
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"forest"
|
96 |
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],
|
97 |
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"colormap": [
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98 |
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[
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99 |
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0,
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100 |
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0,
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101 |
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0
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102 |
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],
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103 |
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[
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104 |
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255,
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105 |
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106 |
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255
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107 |
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]
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],
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109 |
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"band_input": [
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110 |
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"b04",
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111 |
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"b03",
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112 |
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"b02"
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113 |
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],
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114 |
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"allowed_image_input_sizes": [
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115 |
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512
|
116 |
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]
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117 |
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},
|
118 |
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"evaluation_details": [
|
119 |
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{
|
120 |
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"IOU": 0.7196257145523254,
|
121 |
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"IOU mean": 0.6484626133206366,
|
122 |
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"IOU per Class": [
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123 |
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0.80662864,
|
124 |
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0.49029659
|
125 |
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]
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126 |
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},
|
127 |
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{
|
128 |
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"F1_score Micro": 0.8369562149047846,
|
129 |
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"F1_score Macro": 0.7754754405349589,
|
130 |
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"F1_score Weighted": 0.8189807462232752,
|
131 |
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"F1_score per Class": [
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132 |
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0.89296563,
|
133 |
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0.65798525
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134 |
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]
|
135 |
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},
|
136 |
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{
|
137 |
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"Accuracy": 0.8369562149047851,
|
138 |
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"Accuracy per Class": [
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139 |
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0.83695621,
|
140 |
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0.83695621
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141 |
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]
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142 |
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}
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143 |
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]
|
144 |
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},
|
145 |
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"aitlas_amazon": {
|
146 |
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"path": "saved_models/Aitlas_Amazon.pth.tar",
|
147 |
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"max_batch_size": 4,
|
148 |
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"name": "[AiTLAS] Amazon Rainforest RGB Segmentation Model",
|
149 |
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"dataset_details": {
|
150 |
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"name": "Amazon Rainforest dataset for semantic segmentation",
|
151 |
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"url": "https://zenodo.org/record/3233081#.YTYm_44zaUk",
|
152 |
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"dataset_sizes": {
|
153 |
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"train": 30,
|
154 |
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"validation": 15,
|
155 |
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"test": 15
|
156 |
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}
|
157 |
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},
|
158 |
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"model_details": {
|
159 |
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"name": "DeepLabV3",
|
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