sincostanx commited on
Commit
4ffa655
1 Parent(s): a237bfa

add models and config files

Browse files
MSS_resnet50.pt ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:fa3f84a34abbfe215c7f835d5661ed3fe0ee3f0484c28c33d84e26a8540f197a
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+ size 390870803
MSS_resnet50.yaml ADDED
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+ architecture: "Unet"
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+
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+ model_params:
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+ encoder_name: "resnet50"
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+ encoder_weights: "swsl"
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+ in_channels: 5
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+ classes: 11
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+
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+ device: "cuda"
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+ seed: 0
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+ save_path: "./checkpoints/"
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+
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+ training:
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+ dataloader_params:
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+ landsat:
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+ root: "./Megacity2035_MSS/train"
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+ filename_glob: "**/*.tif"
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+ exclude: null
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+ esa:
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+ root: "./Megacity2035_pseudolabel/train"
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+ filename_glob: "**/*.tif"
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+ exclude: null
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+ sensor_type: "MSS"
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+ tile_per_loader: 16
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+ length: 50000
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+ batch_size: 128
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+ num_workers: 8
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+
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+ trainer_params:
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+ epoch: 100
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+ gradient_accumulation_factor: null
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+
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+ loss_fn_params:
34
+ weights: [1.0, 1.0]
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+ FocalLoss:
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+ mode: "multiclass"
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+ alpha: null
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+ gamma: 2.0
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+ normalized: False
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+ TverskyLoss:
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+ mode: "multiclass"
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+ alpha: 0.3
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+ beta: 0.7
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+ gamma: 2.0
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+
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+ optimizer_params:
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+ lr: 5.0e-4
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+ weight_decay: 1.0e-5
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+
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+ scheduler_params:
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+ step_size: 30
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+ gamma: 0.5
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+ last_epoch: -1
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+
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+ validate_params:
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+ root: "./"
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+ img_glob: "Megacity2035_MSS/val/**/*.tif"
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+ gt_glob: "Megacity2035_pseudolabel/val/**/*.tif"
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+
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+ logger_params:
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+ PROJECT: "GUC_master"
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+ NAME: "dummy_landsat1"
OLITIRS_resnet50.pt ADDED
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+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:6ef3dea7727176237f0f2979705f09263b5b78c2e7c58fa2f4f930c5264fb39e
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+ size 391088000
OLITIRS_resnet50.yml ADDED
@@ -0,0 +1,62 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ architecture: "Unet"
2
+
3
+ model_params:
4
+ encoder_name: "resnet50"
5
+ encoder_weights: "swsl"
6
+ in_channels: 11
7
+ classes: 11
8
+
9
+ device: "cuda"
10
+ seed: 0
11
+ save_path: "./checkpoints/"
12
+
13
+ training:
14
+ dataloader_params:
15
+ landsat:
16
+ root: "./Megacity2035/train"
17
+ filename_glob: "**/landsat8_2021.tif"
18
+ exclude: null
19
+ esa:
20
+ root: "./Megacity2035/train"
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+ filename_glob: "**/ESAv200_.tif"
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+ exclude: null
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+ sensor_type: "OLITIRS"
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+ tile_per_loader: 24
25
+ length: 50000
26
+ batch_size: 128
27
+ num_workers: 8
28
+
29
+ trainer_params:
30
+ epoch: 100
31
+ gradient_accumulation_factor: null
32
+
33
+ loss_fn_params:
34
+ weights: [1.0, 1.0]
35
+ FocalLoss:
36
+ mode: "multiclass"
37
+ alpha: null
38
+ gamma: 2.0
39
+ normalized: False
40
+ TverskyLoss:
41
+ mode: "multiclass"
42
+ alpha: 0.3
43
+ beta: 0.7
44
+ gamma: 2.0
45
+
46
+ optimizer_params:
47
+ lr: 5.0e-4
48
+ weight_decay: 1.0e-5
49
+
50
+ scheduler_params:
51
+ step_size: 30
52
+ gamma: 0.5
53
+ last_epoch: -1
54
+
55
+ validate_params:
56
+ root: "./Megacity2035/val"
57
+ img_glob: "**/landsat8_2021.tif"
58
+ gt_glob: "**/ESAv200_.tif"
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+
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+ logger_params:
61
+ PROJECT: "GUC_master"
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+ NAME: "dummy"
TM_resnet50.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:5791a8cf1188dd551a71b3dd6538b23f2ce131abc0495988e1e9148782583633
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+ size 391079274
TM_resnet50.yaml ADDED
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+ architecture: "Unet"
2
+
3
+ model_params:
4
+ encoder_name: "resnet50"
5
+ encoder_weights: "swsl"
6
+ in_channels: 10
7
+ classes: 11
8
+
9
+ device: "cuda"
10
+ seed: 0
11
+ save_path: "./checkpoints/"
12
+
13
+ training:
14
+ dataloader_params:
15
+ landsat:
16
+ root: "./Megacity2035/train"
17
+ filename_glob: "**/landsat7_2021.tif"
18
+ exclude: null
19
+ esa:
20
+ root: "./Megacity2035/train"
21
+ filename_glob: "**/ESAv200_.tif"
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+ exclude: null
23
+ sensor_type: "TM"
24
+ tile_per_loader: 24
25
+ length: 50000
26
+ batch_size: 128
27
+ num_workers: 8
28
+
29
+ trainer_params:
30
+ epoch: 100
31
+ gradient_accumulation_factor: null
32
+
33
+ loss_fn_params:
34
+ weights: [1.0, 1.0]
35
+ FocalLoss:
36
+ mode: "multiclass"
37
+ alpha: null
38
+ gamma: 2.0
39
+ normalized: False
40
+ TverskyLoss:
41
+ mode: "multiclass"
42
+ alpha: 0.3
43
+ beta: 0.7
44
+ gamma: 2.0
45
+
46
+ optimizer_params:
47
+ lr: 5.0e-4
48
+ weight_decay: 1.0e-5
49
+
50
+ scheduler_params:
51
+ step_size: 30
52
+ gamma: 0.5
53
+ last_epoch: -1
54
+
55
+ validate_params:
56
+ root: "./Megacity2035/val"
57
+ img_glob: "**/landsat7_2021.tif"
58
+ gt_glob: "**/ESAv200_.tif"
59
+
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+ logger_params:
61
+ PROJECT: "GUC_master"
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+ NAME: "dummy_landsat7_corrected-normalized"