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sayakpaul
/
mit-b0-finetuned-sidewalk-semantic

Image Segmentation
Transformers
TensorFlow
segformer
generated_from_keras_callback
vision
Inference Endpoints
Model card Files Community
1
mit-b0-finetuned-sidewalk-semantic
File size: 2,949 Bytes 
1a000a0
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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{
  "_name_or_path": "nvidia/mit-b0",
  "architectures": [
    "SegformerForSemanticSegmentation"
  ],
  "attention_probs_dropout_prob": 0.0,
  "classifier_dropout_prob": 0.1,
  "decoder_hidden_size": 256,
  "depths": [
    2,
    2,
    2,
    2
  ],
  "downsampling_rates": [
    1,
    4,
    8,
    16
  ],
  "drop_path_rate": 0.1,
  "hidden_act": "gelu",
  "hidden_dropout_prob": 0.0,
  "hidden_sizes": [
    32,
    64,
    160,
    256
  ],
  "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": "4.21.0.dev0"
}