--- license: other base_model: nvidia/mit-b0 tags: - generated_from_keras_callback model-index: - name: gojonumbertwo/mit-b0-finetuned-sidewalks results: [] --- # gojonumbertwo/mit-b0-finetuned-sidewalks This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on an unknown dataset. It achieves the following results on the evaluation set: - Train Loss: 0.5329 - Validation Loss: 0.5961 - Validation Mean Iou: 0.2857 - Validation Mean Accuracy: 0.3413 - Validation Overall Accuracy: 0.8332 - Validation Accuracy Unlabeled: 0.0 - Validation Accuracy Flat-road: 0.8783 - Validation Accuracy Flat-sidewalk: 0.9567 - Validation Accuracy Flat-crosswalk: 0.7888 - Validation Accuracy Flat-cyclinglane: 0.8232 - Validation Accuracy Flat-parkingdriveway: 0.3696 - Validation Accuracy Flat-railtrack: 0.0 - Validation Accuracy Flat-curb: 0.4602 - Validation Accuracy Human-person: 0.6458 - Validation Accuracy Human-rider: 0.0 - Validation Accuracy Vehicle-car: 0.9339 - Validation Accuracy Vehicle-truck: 0.0 - Validation Accuracy Vehicle-bus: nan - Validation Accuracy Vehicle-tramtrain: 0.0 - Validation Accuracy Vehicle-motorcycle: 0.0 - Validation Accuracy Vehicle-bicycle: 0.6831 - Validation Accuracy Vehicle-caravan: nan - Validation Accuracy Vehicle-cartrailer: 0.0 - Validation Accuracy Construction-building: 0.8091 - Validation Accuracy Construction-door: 0.0 - Validation Accuracy Construction-wall: 0.3499 - Validation Accuracy Construction-fenceguardrail: 0.3923 - Validation Accuracy Construction-bridge: 0.0 - Validation Accuracy Construction-tunnel: 0.0 - Validation Accuracy Construction-stairs: 0.0 - Validation Accuracy Object-pole: 0.2124 - Validation Accuracy Object-trafficsign: 0.0 - Validation Accuracy Object-trafficlight: 0.0 - Validation Accuracy Nature-vegetation: 0.9421 - Validation Accuracy Nature-terrain: 0.7701 - Validation Accuracy Sky: 0.9617 - Validation Accuracy Void-ground: 0.0 - Validation Accuracy Void-dynamic: 0.0074 - Validation Accuracy Void-static: 0.2785 - Validation Accuracy Void-unclear: 0.0 - Validation Iou Unlabeled: 0.0 - Validation Iou Flat-road: 0.7020 - Validation Iou Flat-sidewalk: 0.8633 - Validation Iou Flat-crosswalk: 0.7426 - Validation Iou Flat-cyclinglane: 0.7457 - Validation Iou Flat-parkingdriveway: 0.3175 - Validation Iou Flat-railtrack: 0.0 - Validation Iou Flat-curb: 0.3607 - Validation Iou Human-person: 0.4394 - Validation Iou Human-rider: 0.0 - Validation Iou Vehicle-car: 0.7684 - Validation Iou Vehicle-truck: 0.0 - Validation Iou Vehicle-bus: nan - Validation Iou Vehicle-tramtrain: 0.0 - Validation Iou Vehicle-motorcycle: 0.0 - Validation Iou Vehicle-bicycle: 0.5431 - Validation Iou Vehicle-caravan: nan - Validation Iou Vehicle-cartrailer: 0.0 - Validation Iou Construction-building: 0.5891 - Validation Iou Construction-door: 0.0 - Validation Iou Construction-wall: 0.2407 - Validation Iou Construction-fenceguardrail: 0.3126 - Validation Iou Construction-bridge: 0.0 - Validation Iou Construction-tunnel: 0.0 - Validation Iou Construction-stairs: 0.0 - Validation Iou Object-pole: 0.1653 - Validation Iou Object-trafficsign: 0.0 - Validation Iou Object-trafficlight: 0.0 - Validation Iou Nature-vegetation: 0.8403 - Validation Iou Nature-terrain: 0.6903 - Validation Iou Sky: 0.9112 - Validation Iou Void-ground: 0.0 - Validation Iou Void-dynamic: 0.0074 - Validation Iou Void-static: 0.1899 - Validation Iou Void-unclear: 0.0 - Epoch: 0 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - optimizer: {'name': 'Adam', 'weight_decay': None, 'clipnorm': None, 'global_clipnorm': None, 'clipvalue': None, 'use_ema': False, 'ema_momentum': 0.99, 'ema_overwrite_frequency': None, 'jit_compile': True, 'is_legacy_optimizer': False, 'learning_rate': 6e-05, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-07, 'amsgrad': False} - training_precision: float32 ### Training results | Train Loss | Validation Loss | Validation Mean Iou | Validation Mean Accuracy | Validation Overall Accuracy | Validation Accuracy Unlabeled | Validation Accuracy Flat-road | Validation Accuracy Flat-sidewalk | Validation Accuracy Flat-crosswalk | Validation Accuracy Flat-cyclinglane | Validation Accuracy Flat-parkingdriveway | Validation Accuracy Flat-railtrack | Validation Accuracy Flat-curb | Validation Accuracy Human-person | Validation Accuracy Human-rider | Validation Accuracy Vehicle-car | Validation Accuracy Vehicle-truck | Validation Accuracy Vehicle-bus | Validation Accuracy Vehicle-tramtrain | Validation Accuracy Vehicle-motorcycle | Validation Accuracy Vehicle-bicycle | Validation Accuracy Vehicle-caravan | Validation Accuracy Vehicle-cartrailer | Validation Accuracy Construction-building | Validation Accuracy Construction-door | Validation Accuracy Construction-wall | Validation Accuracy Construction-fenceguardrail | Validation Accuracy Construction-bridge | Validation Accuracy Construction-tunnel | Validation Accuracy Construction-stairs | Validation Accuracy Object-pole | Validation Accuracy Object-trafficsign | Validation Accuracy Object-trafficlight | Validation Accuracy Nature-vegetation | Validation Accuracy Nature-terrain | Validation Accuracy Sky | Validation Accuracy Void-ground | Validation Accuracy Void-dynamic | Validation Accuracy Void-static | Validation Accuracy Void-unclear | Validation Iou Unlabeled | Validation Iou Flat-road | Validation Iou Flat-sidewalk | Validation Iou Flat-crosswalk | Validation Iou Flat-cyclinglane | Validation Iou Flat-parkingdriveway | Validation Iou Flat-railtrack | Validation Iou Flat-curb | Validation Iou Human-person | Validation Iou Human-rider | Validation Iou Vehicle-car | Validation Iou Vehicle-truck | Validation Iou Vehicle-bus | Validation Iou Vehicle-tramtrain | Validation Iou Vehicle-motorcycle | Validation Iou Vehicle-bicycle | Validation Iou Vehicle-caravan | Validation Iou Vehicle-cartrailer | Validation Iou Construction-building | Validation Iou Construction-door | Validation Iou Construction-wall | Validation Iou Construction-fenceguardrail | Validation Iou Construction-bridge | Validation Iou Construction-tunnel | Validation Iou Construction-stairs | Validation Iou Object-pole | Validation Iou Object-trafficsign | Validation Iou Object-trafficlight | Validation Iou Nature-vegetation | Validation Iou Nature-terrain | Validation Iou Sky | Validation Iou Void-ground | Validation Iou Void-dynamic | Validation Iou Void-static | Validation Iou Void-unclear | Epoch | 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| 0.5329 | 0.5961 | 0.2857 | 0.3413 | 0.8332 | 0.0 | 0.8783 | 0.9567 | 0.7888 | 0.8232 | 0.3696 | 0.0 | 0.4602 | 0.6458 | 0.0 | 0.9339 | 0.0 | nan | 0.0 | 0.0 | 0.6831 | nan | 0.0 | 0.8091 | 0.0 | 0.3499 | 0.3923 | 0.0 | 0.0 | 0.0 | 0.2124 | 0.0 | 0.0 | 0.9421 | 0.7701 | 0.9617 | 0.0 | 0.0074 | 0.2785 | 0.0 | 0.0 | 0.7020 | 0.8633 | 0.7426 | 0.7457 | 0.3175 | 0.0 | 0.3607 | 0.4394 | 0.0 | 0.7684 | 0.0 | nan | 0.0 | 0.0 | 0.5431 | nan | 0.0 | 0.5891 | 0.0 | 0.2407 | 0.3126 | 0.0 | 0.0 | 0.0 | 0.1653 | 0.0 | 0.0 | 0.8403 | 0.6903 | 0.9112 | 0.0 | 0.0074 | 0.1899 | 0.0 | 0 | ### Framework versions - Transformers 4.35.2 - TensorFlow 2.14.0 - Datasets 2.15.0 - Tokenizers 0.15.0