{ "_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": "vasculature", "1": "in the bowel", "2": "yes", "3": "in the bowels", "4": "stomach", "5": "5cm", "6": "pancreas", "7": "mixed intensity", "8": "psoas major muscle", "9": "radiolucent", "10": "necrotic tissue", "11": "right subclavian vein", "12": "hemorrhage", "13": "oral and iv", "14": "the brain", "15": "jejunum", "16": "black", "17": "ct", "18": "anterior cerebrum", "19": "heterogeneous", "20": "in the vasculature", "21": "hydropneumothorax", "22": "temporal and lateral occipital lobes", "23": "hip bones", "24": "basal ganglia", "25": "suprasellar", "26": "blind loop syndrome", "27": "mri/flair", "28": "base", "29": "isointense", "30": "basilar artery thrombosis", "31": "mri - t2 weighted", "32": "mid abdomen", "33": "fatty infiltration", "34": "midline", "35": "fat", "36": "pleural effusion", "37": "white matter plaques", "38": "distal basilar artery", "39": "infarct", "40": "axial", "41": "thalami, left occipital lobe, brainstem and left cerebellum", "42": "pa", "43": "right kidney", "44": "iv contrast", "45": "emphysema", "46": "spleen", "47": "breasts", "48": "with contrast", "49": "t2 weighted", "50": "cystic", "51": "double arch", "52": "subarachnoid", "53": "acute stroke", "54": "right vertebral artery sign", "55": "left", "56": "pons", "57": "brain", "58": "left rectus abdominus", "59": "mr - flair", "60": "xray", "61": "pineal region", "62": "non-enhanced", "63": "ribs", "64": "bilateral parietal lobes", "65": "r hemidiaphragm", "66": "bilateral", "67": "mri", "68": "anterior surface", "69": "adjacent to vertebrae", "70": "no", "71": "sigmoid flexture of the colon", "72": "plain film xray", "73": "ascites", "74": "reduced sulci", "75": "pericholecystic fluid", "76": "mri diffusion weighted", "77": "contrast", "78": "non-contrast", "79": "mri-dwi", "80": "on the left", "81": "normal", "82": "ap", "83": "mri-flair", "84": "right colon", "85": "posterior to the gastric antrum", "86": "man", "87": "bilateral frontal lobes", "88": "short section irregular contour", "89": "decreased muscle bulk", "90": "almost entire right side", "91": "micronodular", "92": "right sylvian fissure", "93": "right temporal lobe", "94": "gadolinium", "95": "mr - t2 weighted", "96": "one", "97": "mr - adc map", "98": "flair", "99": "descending colon", "100": "6.5 x 6.2 x 8.8cm", "101": "lower lung fields", "102": "chest radiograph", "103": "2", "104": "bilateral frontal lobes and body of corpus callosum", "105": "calcification", "106": "underneath the right hemidiaphragm", "107": "right", "108": "posterior fossa", "109": "fluid", "110": "chest", "111": "hyperintense", "112": "blind-ending loop of bowel arising from the cecum", "113": "in the midline", "114": "multilobulated", "115": "4", "116": "abscess", "117": "cardiovascular", "118": "nipple location", "119": "x-ray", "120": "chronic sinusitis vs. hemorrhage", "121": "diverticuli", "122": "hypointense", "123": "nodules" }, "image_size": 384, "initializer_range": 0.02, "intermediate_size": 3072, "label2id": { "2": 103, "4": 115, "5cm": 5, "6.5 x 6.2 x 8.8cm": 100, "abscess": 116, "acute stroke": 53, "adjacent to vertebrae": 69, "almost entire right side": 90, "anterior cerebrum": 18, "anterior surface": 68, "ap": 82, "ascites": 73, "axial": 40, "basal ganglia": 24, "base": 28, "basilar artery thrombosis": 30, "bilateral": 66, "bilateral frontal lobes": 87, "bilateral frontal lobes and body of corpus callosum": 104, "bilateral parietal lobes": 64, "black": 16, "blind loop syndrome": 26, "blind-ending loop of bowel arising from the cecum": 112, "brain": 57, "breasts": 47, "calcification": 105, "cardiovascular": 117, "chest": 110, "chest radiograph": 102, "chronic sinusitis vs. hemorrhage": 120, "contrast": 77, "ct": 17, "cystic": 50, "decreased muscle bulk": 89, "descending colon": 99, "distal basilar artery": 38, "diverticuli": 121, "double arch": 51, "emphysema": 45, "fat": 35, "fatty infiltration": 33, "flair": 98, "fluid": 109, "gadolinium": 94, "hemorrhage": 12, "heterogeneous": 19, "hip bones": 23, "hydropneumothorax": 21, "hyperintense": 111, "hypointense": 122, "in the bowel": 1, "in the bowels": 3, "in the midline": 113, "in the vasculature": 20, "infarct": 39, "isointense": 29, "iv contrast": 44, "jejunum": 15, "left": 55, "left rectus abdominus": 58, "lower lung fields": 101, "man": 86, "micronodular": 91, "mid abdomen": 32, "midline": 34, "mixed intensity": 7, "mr - adc map": 97, "mr - flair": 59, "mr - t2 weighted": 95, "mri": 67, "mri - t2 weighted": 31, "mri diffusion weighted": 76, "mri-dwi": 79, "mri-flair": 83, "mri/flair": 27, "multilobulated": 114, "necrotic tissue": 10, "nipple location": 118, "no": 70, "nodules": 123, "non-contrast": 78, "non-enhanced": 62, "normal": 81, "on the left": 80, "one": 96, "oral and iv": 13, "pa": 42, "pancreas": 6, "pericholecystic fluid": 75, "pineal region": 61, "plain film xray": 72, "pleural effusion": 36, "pons": 56, "posterior fossa": 108, "posterior to the gastric antrum": 85, "psoas major muscle": 8, "r hemidiaphragm": 65, "radiolucent": 9, "reduced sulci": 74, "ribs": 63, "right": 107, "right colon": 84, "right kidney": 43, "right subclavian vein": 11, "right sylvian fissure": 92, "right temporal lobe": 93, "right vertebral artery sign": 54, "short section irregular contour": 88, "sigmoid flexture of the colon": 71, "spleen": 46, "stomach": 4, "subarachnoid": 52, "suprasellar": 25, "t2 weighted": 49, "temporal and lateral occipital lobes": 22, "thalami, left occipital lobe, brainstem and left cerebellum": 41, "the brain": 14, "underneath the right hemidiaphragm": 106, "vasculature": 0, "white matter plaques": 37, "with contrast": 48, "x-ray": 119, "xray": 60, "yes": 2 }, "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 }