Hugging Face's logo

nickmuchi
/
segformer-b4-finetuned-segments-sidewalk

Image Segmentation
Transformers
PyTorch
TensorBoard
segformer
vision
generated_from_trainer
Inference Endpoints
Model card Files Metrics Community
3
segformer-b4-finetuned-segments-sidewalk
File size: 2,946 Bytes 
2d7f33f
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
 
{
  "_name_or_path": "nvidia/mit-b4",
  "architectures": [
    "SegformerForSemanticSegmentation"
  ],
  "attention_probs_dropout_prob": 0.0,
  "classifier_dropout_prob": 0.1,
  "decoder_hidden_size": 768,
  "depths": [
    3,
    8,
    27,
    3
  ],
  "downsampling_rates": [
    1,
    4,
    8,
    16
  ],
  "drop_path_rate": 0.1,
  "hidden_act": "gelu",
  "hidden_dropout_prob": 0.0,
  "hidden_sizes": [
    64,
    128,
    320,
    512
  ],
  "id2label": {
    "0": "unlabeled",
    "1": "flat-road",
    "2": "flat-sidewalk",
    "3": "flat-crosswalk",
    "4": "flat-cyclinglane",
    "5": "flat-parkingdriveway",
    "6": "flat-railtrack",
    "7": "flat-curb",
    "8": "human-person",
    "9": "human-rider",
    "10": "vehicle-car",
    "11": "vehicle-truck",
    "12": "vehicle-bus",
    "13": "vehicle-tramtrain",
    "14": "vehicle-motorcycle",
    "15": "vehicle-bicycle",
    "16": "vehicle-caravan",
    "17": "vehicle-cartrailer",
    "18": "construction-building",
    "19": "construction-door",
    "20": "construction-wall",
    "21": "construction-fenceguardrail",
    "22": "construction-bridge",
    "23": "construction-tunnel",
    "24": "construction-stairs",
    "25": "object-pole",
    "26": "object-trafficsign",
    "27": "object-trafficlight",
    "28": "nature-vegetation",
    "29": "nature-terrain",
    "30": "sky",
    "31": "void-ground",
    "32": "void-dynamic",
    "33": "void-static",
    "34": "void-unclear"
  },
  "image_size": 224,
  "initializer_range": 0.02,
  "label2id": {
    "construction-bridge": 22,
    "construction-building": 18,
    "construction-door": 19,
    "construction-fenceguardrail": 21,
    "construction-stairs": 24,
    "construction-tunnel": 23,
    "construction-wall": 20,
    "flat-crosswalk": 3,
    "flat-curb": 7,
    "flat-cyclinglane": 4,
    "flat-parkingdriveway": 5,
    "flat-railtrack": 6,
    "flat-road": 1,
    "flat-sidewalk": 2,
    "human-person": 8,
    "human-rider": 9,
    "nature-terrain": 29,
    "nature-vegetation": 28,
    "object-pole": 25,
    "object-trafficlight": 27,
    "object-trafficsign": 26,
    "sky": 30,
    "unlabeled": 0,
    "vehicle-bicycle": 15,
    "vehicle-bus": 12,
    "vehicle-car": 10,
    "vehicle-caravan": 16,
    "vehicle-cartrailer": 17,
    "vehicle-motorcycle": 14,
    "vehicle-tramtrain": 13,
    "vehicle-truck": 11,
    "void-dynamic": 32,
    "void-ground": 31,
    "void-static": 33,
    "void-unclear": 34
  },
  "layer_norm_eps": 1e-06,
  "mlp_ratios": [
    4,
    4,
    4,
    4
  ],
  "model_type": "segformer",
  "num_attention_heads": [
    1,
    2,
    5,
    8
  ],
  "num_channels": 3,
  "num_encoder_blocks": 4,
  "patch_sizes": [
    7,
    3,
    3,
    3
  ],
  "reshape_last_stage": true,
  "semantic_loss_ignore_index": 255,
  "sr_ratios": [
    8,
    4,
    2,
    1
  ],
  "strides": [
    4,
    2,
    2,
    2
  ],
  "torch_dtype": "float32",
  "transformers_version": "4.17.0"
}