File size: 7,339 Bytes
7086a56
 
 
 
 
 
 
 
 
 
43a05d4
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7086a56
43a05d4
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7086a56
43a05d4
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7086a56
 
 
 
 
43a05d4
 
 
 
 
 
 
 
 
 
 
 
 
7086a56
43a05d4
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7086a56
43a05d4
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7086a56
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
{
  "_name_or_path": "dandelin/vilt-b32-mlm",
  "architectures": [
    "ViltForQuestionAnswering"
  ],
  "attention_probs_dropout_prob": 0.0,
  "hidden_act": "gelu",
  "hidden_dropout_prob": 0.0,
  "hidden_size": 768,
  "id2label": {
    "0": "ct",
    "1": "iv contrast",
    "2": "hydropneumothorax",
    "3": "4",
    "4": "plain film xray",
    "5": "psoas major muscle",
    "6": "xray",
    "7": "sigmoid flexture of the colon",
    "8": "non-contrast",
    "9": "mri/flair",
    "10": "pancreas",
    "11": "r hemidiaphragm",
    "12": "chest radiograph",
    "13": "nipple location",
    "14": "blind loop syndrome",
    "15": "hemorrhage",
    "16": "mr - t2 weighted",
    "17": "in the bowel",
    "18": "midline",
    "19": "posterior to the gastric antrum",
    "20": "x-ray",
    "21": "right",
    "22": "double arch",
    "23": "diverticuli",
    "24": "basal ganglia",
    "25": "temporal and lateral occipital lobes",
    "26": "anterior cerebrum",
    "27": "emphysema",
    "28": "mr - flair",
    "29": "mri",
    "30": "normal",
    "31": "necrotic tissue",
    "32": "adjacent to vertebrae",
    "33": "bilateral",
    "34": "right temporal lobe",
    "35": "spleen",
    "36": "one",
    "37": "isointense",
    "38": "calcification",
    "39": "micronodular",
    "40": "decreased muscle bulk",
    "41": "base",
    "42": "yes",
    "43": "right kidney",
    "44": "the brain",
    "45": "fluid",
    "46": "ribs",
    "47": "mixed intensity",
    "48": "posterior fossa",
    "49": "cystic",
    "50": "in the midline",
    "51": "mri - t2 weighted",
    "52": "hyperintense",
    "53": "chest",
    "54": "right sylvian fissure",
    "55": "blind-ending loop of bowel arising from the cecum",
    "56": "white matter plaques",
    "57": "right colon",
    "58": "pleural effusion",
    "59": "infarct",
    "60": "pons",
    "61": "oral and iv",
    "62": "vasculature",
    "63": "breasts",
    "64": "short section irregular contour",
    "65": "no",
    "66": "ap",
    "67": "in the bowels",
    "68": "almost entire right side",
    "69": "chronic sinusitis vs. hemorrhage",
    "70": "bilateral frontal lobes and body of corpus callosum",
    "71": "right subclavian vein",
    "72": "descending colon",
    "73": "left",
    "74": "acute stroke",
    "75": "in the vasculature",
    "76": "axial",
    "77": "jejunum",
    "78": "abscess",
    "79": "on the left",
    "80": "black",
    "81": "lower lung fields",
    "82": "pineal region",
    "83": "left rectus abdominus",
    "84": "subarachnoid",
    "85": "basilar artery thrombosis",
    "86": "radiolucent",
    "87": "pericholecystic fluid",
    "88": "fatty infiltration",
    "89": "5cm",
    "90": "suprasellar",
    "91": "right vertebral artery sign",
    "92": "man",
    "93": "heterogeneous",
    "94": "pa",
    "95": "bilateral frontal lobes",
    "96": "mr - adc map",
    "97": "nodules",
    "98": "mri diffusion weighted",
    "99": "multilobulated",
    "100": "stomach",
    "101": "brain",
    "102": "with contrast",
    "103": "6.5 x 6.2 x 8.8cm",
    "104": "reduced sulci",
    "105": "thalami, left occipital lobe, brainstem and left cerebellum",
    "106": "fat",
    "107": "non-enhanced",
    "108": "contrast",
    "109": "mri-dwi",
    "110": "anterior surface",
    "111": "mid abdomen",
    "112": "flair",
    "113": "ascites",
    "114": "hypointense",
    "115": "mri-flair",
    "116": "2",
    "117": "bilateral parietal lobes",
    "118": "underneath the right hemidiaphragm",
    "119": "gadolinium",
    "120": "cardiovascular",
    "121": "hip bones",
    "122": "distal basilar artery",
    "123": "t2 weighted"
  },
  "image_size": 384,
  "initializer_range": 0.02,
  "intermediate_size": 3072,
  "label2id": {
    "2": 116,
    "4": 3,
    "5cm": 89,
    "6.5 x 6.2 x 8.8cm": 103,
    "abscess": 78,
    "acute stroke": 74,
    "adjacent to vertebrae": 32,
    "almost entire right side": 68,
    "anterior cerebrum": 26,
    "anterior surface": 110,
    "ap": 66,
    "ascites": 113,
    "axial": 76,
    "basal ganglia": 24,
    "base": 41,
    "basilar artery thrombosis": 85,
    "bilateral": 33,
    "bilateral frontal lobes": 95,
    "bilateral frontal lobes and body of corpus callosum": 70,
    "bilateral parietal lobes": 117,
    "black": 80,
    "blind loop syndrome": 14,
    "blind-ending loop of bowel arising from the cecum": 55,
    "brain": 101,
    "breasts": 63,
    "calcification": 38,
    "cardiovascular": 120,
    "chest": 53,
    "chest radiograph": 12,
    "chronic sinusitis vs. hemorrhage": 69,
    "contrast": 108,
    "ct": 0,
    "cystic": 49,
    "decreased muscle bulk": 40,
    "descending colon": 72,
    "distal basilar artery": 122,
    "diverticuli": 23,
    "double arch": 22,
    "emphysema": 27,
    "fat": 106,
    "fatty infiltration": 88,
    "flair": 112,
    "fluid": 45,
    "gadolinium": 119,
    "hemorrhage": 15,
    "heterogeneous": 93,
    "hip bones": 121,
    "hydropneumothorax": 2,
    "hyperintense": 52,
    "hypointense": 114,
    "in the bowel": 17,
    "in the bowels": 67,
    "in the midline": 50,
    "in the vasculature": 75,
    "infarct": 59,
    "isointense": 37,
    "iv contrast": 1,
    "jejunum": 77,
    "left": 73,
    "left rectus abdominus": 83,
    "lower lung fields": 81,
    "man": 92,
    "micronodular": 39,
    "mid abdomen": 111,
    "midline": 18,
    "mixed intensity": 47,
    "mr - adc map": 96,
    "mr - flair": 28,
    "mr - t2 weighted": 16,
    "mri": 29,
    "mri - t2 weighted": 51,
    "mri diffusion weighted": 98,
    "mri-dwi": 109,
    "mri-flair": 115,
    "mri/flair": 9,
    "multilobulated": 99,
    "necrotic tissue": 31,
    "nipple location": 13,
    "no": 65,
    "nodules": 97,
    "non-contrast": 8,
    "non-enhanced": 107,
    "normal": 30,
    "on the left": 79,
    "one": 36,
    "oral and iv": 61,
    "pa": 94,
    "pancreas": 10,
    "pericholecystic fluid": 87,
    "pineal region": 82,
    "plain film xray": 4,
    "pleural effusion": 58,
    "pons": 60,
    "posterior fossa": 48,
    "posterior to the gastric antrum": 19,
    "psoas major muscle": 5,
    "r hemidiaphragm": 11,
    "radiolucent": 86,
    "reduced sulci": 104,
    "ribs": 46,
    "right": 21,
    "right colon": 57,
    "right kidney": 43,
    "right subclavian vein": 71,
    "right sylvian fissure": 54,
    "right temporal lobe": 34,
    "right vertebral artery sign": 91,
    "short section irregular contour": 64,
    "sigmoid flexture of the colon": 7,
    "spleen": 35,
    "stomach": 100,
    "subarachnoid": 84,
    "suprasellar": 90,
    "t2 weighted": 123,
    "temporal and lateral occipital lobes": 25,
    "thalami, left occipital lobe, brainstem and left cerebellum": 105,
    "the brain": 44,
    "underneath the right hemidiaphragm": 118,
    "vasculature": 62,
    "white matter plaques": 56,
    "with contrast": 102,
    "x-ray": 20,
    "xray": 6,
    "yes": 42
  },
  "layer_norm_eps": 1e-12,
  "max_image_length": -1,
  "max_position_embeddings": 40,
  "modality_type_vocab_size": 2,
  "model_type": "vilt",
  "num_attention_heads": 12,
  "num_channels": 3,
  "num_hidden_layers": 12,
  "num_images": -1,
  "patch_size": 32,
  "qkv_bias": true,
  "tie_word_embeddings": false,
  "torch_dtype": "float32",
  "transformers_version": "4.39.3",
  "type_vocab_size": 2,
  "vocab_size": 30522
}