File size: 3,446 Bytes
5c718d1
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
output_root: '../'
pytorch_data_dir: '/home/duong_nguyen/pytorch-data'
experiment_name: "unet_7classes"
log_dir: "france"
# experiment_name: "unet"
# log_dir: "potsdam"
azureml_logging: False
submitting_to_aml: False
full_name: ~

# Loader params
num_workers: 24
max_steps: 80000
batch_size: 16

num_neighbors: 7
dataset_name: "directory"
# dataset_name: "potsdam"

# Used if dataset_name is "directory"
dir_dataset_name: "corine"
dir_dataset_n_classes: 7

has_labels: False
# crop_type: "five"
crop_type: ~
crop_ratio: .5
res: 224
loader_crop_type: "center"

# Model Params
extra_clusters: 0
use_true_labels: False
use_recalibrator: False
model_type: "vit_small"
arch: "dino"
use_fit_model: False
dino_feat_type: "feat"
projection_type: "nonlinear"
#projection_type: linear
dino_patch_size: 8
granularity: 1
continuous: True
dim: 70
dropout: True
zero_clamp: True

lr: 5e-4
pretrained_weights: ~
use_salience: False
stabalize: False
stop_at_zero: True

# Feature Contrastive params
pointwise: True
feature_samples: 11
neg_samples: 5
aug_alignment_weight: 0.0

correspondence_weight: 1.0


# # Corine vit small 24/11/22
neg_inter_weight: 0.63
pos_inter_weight: 0.25
pos_intra_weight: 0.67
neg_inter_shift: 0.46
pos_inter_shift: 0.02
pos_intra_shift: 0.08

# # Corine vit small 11/09/22
# neg_inter_weight: 0.63
# pos_inter_weight: 0.25
# pos_intra_weight: 0.67
# neg_inter_shift: 0.46
# pos_inter_shift: 0.24
# pos_intra_shift: 0.36

# # IAROA vit small 1/31/22
# neg_inter_weight: 0.63
# pos_inter_weight: 0.25
# pos_intra_weight: 0.67
# neg_inter_shift: 0.46
# pos_inter_shift: 0.12
# pos_intra_shift: 0.18

# Potsdam vit small 1/31/22
# neg_inter_weight: 0.63
# pos_inter_weight: 0.25
# pos_intra_weight: 0.67
# neg_inter_shift: 0.46
# pos_inter_shift: 0.02
# pos_intra_shift: 0.08

# Cocostuff27 vit small 1/31/22
#neg_inter_weight: 0.63
#pos_inter_weight: 0.25
#pos_intra_weight: 0.67
#neg_inter_shift: 0.66
#pos_inter_shift: 0.02
#pos_intra_shift: 0.08


## Cocostuff27 10/3 vit_base

#neg_inter_weight: 0.1538476246415498
#pos_inter_weight: 1
#pos_intra_weight: 0.1
#
#neg_inter_shift: 1
#pos_inter_shift: 0.2
#pos_intra_shift: 0.12


## Cocostuff27 10/3 vit_small
#neg_inter_weight: .63
#pos_inter_weight: .25
#pos_intra_weight: .67
#
#neg_inter_shift: .16
#pos_inter_shift: .02
#pos_intra_shift: .08



## Cocostuff27 10/3 moco
#neg_inter_weight: .63
#pos_inter_weight: .25
#pos_intra_weight: .67
#
#neg_inter_shift: .26
#pos_inter_shift: .36
#pos_intra_shift: .32

#pos_inter_shift: .12
#pos_intra_shift: .18

## Cocostuff27
#neg_inter_weight: .72
#pos_inter_weight: .80
#pos_intra_weight: .29
#
#neg_inter_shift: .86
#pos_inter_shift: .04
#pos_intra_shift: .34

# Cityscapes 10/3

# neg_inter_weight: 0.9058762625226623
# pos_inter_weight: 0.577453483136995
# pos_intra_weight: 1

# neg_inter_shift: 0.31361241889448443
# pos_inter_shift: 0.1754346515479633
# pos_intra_shift: 0.45828472207


# Cityscapes
#neg_inter_weight: .72
#pos_inter_weight: .18
#pos_intra_weight: .46
#
#neg_inter_shift: .25
#pos_inter_shift: .20
#pos_intra_shift: .25


rec_weight: 0.0
repulsion_weight: 0.0

# CRF Params
crf_weight: 0.0
alpha: .5
beta: .15
gamma: .05
w1: 10.0
w2: 3.0
shift: 0.00
crf_samples: 1000
color_space: "rgb"

reset_probe_steps: ~

# Logging params
n_images: 5
scalar_log_freq: 10
checkpoint_freq: 50
val_freq: 100
hist_freq: 100


hydra:
  run:
    dir: "."
  output_subdir: ~
  #job_logging: "disabled"
  #hydra_logging: "disabled"