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--- |
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license: other |
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tags: |
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- generated_from_keras_callback |
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model-index: |
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- name: MariaK/mit-b0-finetuned-sidewalks |
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results: [] |
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--- |
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<!-- This model card has been generated automatically according to the information Keras had access to. You should |
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probably proofread and complete it, then remove this comment. --> |
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# MariaK/mit-b0-finetuned-sidewalks |
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This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on an unknown dataset. |
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It achieves the following results on the evaluation set: |
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- Train Loss: 0.8550 |
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- Validation Loss: 0.8639 |
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- Validation Mean Iou: 0.2220 |
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- Validation Mean Accuracy: 0.2670 |
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- Validation Overall Accuracy: 0.7725 |
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- Validation Accuracy Unlabeled: 0.0 |
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- Validation Accuracy Flat-road: 0.6015 |
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- Validation Accuracy Flat-sidewalk: 0.9708 |
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- Validation Accuracy Flat-crosswalk: 0.3807 |
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- Validation Accuracy Flat-cyclinglane: 0.7538 |
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- Validation Accuracy Flat-parkingdriveway: 0.1524 |
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- Validation Accuracy Flat-railtrack: nan |
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- Validation Accuracy Flat-curb: 0.1957 |
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- Validation Accuracy Human-person: 0.2585 |
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- Validation Accuracy Human-rider: 0.0 |
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- Validation Accuracy Vehicle-car: 0.8971 |
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- Validation Accuracy Vehicle-truck: 0.0 |
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- Validation Accuracy Vehicle-bus: 0.0 |
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- Validation Accuracy Vehicle-tramtrain: nan |
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- Validation Accuracy Vehicle-motorcycle: 0.0 |
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- Validation Accuracy Vehicle-bicycle: 0.0716 |
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- Validation Accuracy Vehicle-caravan: 0.0 |
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- Validation Accuracy Vehicle-cartrailer: 0.0 |
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- Validation Accuracy Construction-building: 0.8784 |
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- Validation Accuracy Construction-door: 0.0 |
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- Validation Accuracy Construction-wall: 0.4315 |
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- Validation Accuracy Construction-fenceguardrail: 0.1948 |
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- Validation Accuracy Construction-bridge: 0.0 |
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- Validation Accuracy Construction-tunnel: nan |
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- Validation Accuracy Construction-stairs: 0.0 |
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- Validation Accuracy Object-pole: 0.1201 |
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- Validation Accuracy Object-trafficsign: 0.0 |
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- Validation Accuracy Object-trafficlight: 0.0 |
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- Validation Accuracy Nature-vegetation: 0.8952 |
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- Validation Accuracy Nature-terrain: 0.8231 |
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- Validation Accuracy Sky: 0.8496 |
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- Validation Accuracy Void-ground: 0.0 |
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- Validation Accuracy Void-dynamic: 0.0 |
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- Validation Accuracy Void-static: 0.0692 |
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- Validation Accuracy Void-unclear: 0.0 |
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- Validation Iou Unlabeled: 0.0 |
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- Validation Iou Flat-road: 0.5568 |
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- Validation Iou Flat-sidewalk: 0.7479 |
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- Validation Iou Flat-crosswalk: 0.3509 |
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- Validation Iou Flat-cyclinglane: 0.6355 |
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- Validation Iou Flat-parkingdriveway: 0.1298 |
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- Validation Iou Flat-railtrack: nan |
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- Validation Iou Flat-curb: 0.1326 |
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- Validation Iou Human-person: 0.2455 |
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- Validation Iou Human-rider: 0.0 |
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- Validation Iou Vehicle-car: 0.6973 |
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- Validation Iou Vehicle-truck: 0.0 |
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- Validation Iou Vehicle-bus: 0.0 |
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- Validation Iou Vehicle-tramtrain: nan |
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- Validation Iou Vehicle-motorcycle: 0.0 |
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- Validation Iou Vehicle-bicycle: 0.0610 |
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- Validation Iou Vehicle-caravan: 0.0 |
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- Validation Iou Vehicle-cartrailer: 0.0 |
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- Validation Iou Construction-building: 0.6479 |
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- Validation Iou Construction-door: 0.0 |
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- Validation Iou Construction-wall: 0.3003 |
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- Validation Iou Construction-fenceguardrail: 0.1727 |
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- Validation Iou Construction-bridge: 0.0 |
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- Validation Iou Construction-tunnel: nan |
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- Validation Iou Construction-stairs: 0.0 |
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- Validation Iou Object-pole: 0.0927 |
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- Validation Iou Object-trafficsign: 0.0 |
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- Validation Iou Object-trafficlight: 0.0 |
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- Validation Iou Nature-vegetation: 0.7758 |
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- Validation Iou Nature-terrain: 0.7000 |
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- Validation Iou Sky: 0.8002 |
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- Validation Iou Void-ground: 0.0 |
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- Validation Iou Void-dynamic: 0.0 |
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- Validation Iou Void-static: 0.0573 |
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- Validation Iou Void-unclear: 0.0 |
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- Epoch: 1 |
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## Model description |
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More information needed |
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## Intended uses & limitations |
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More information needed |
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## Training and evaluation data |
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More information needed |
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## Training procedure |
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### Training hyperparameters |
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The following hyperparameters were used during training: |
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- optimizer: {'name': 'Adam', 'learning_rate': 6e-05, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-07, 'amsgrad': False} |
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- training_precision: float32 |
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### Training results |
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| 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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| 1.4362 | 0.9804 | 0.1752 | 0.2219 | 0.7360 | 0.0 | 0.7417 | 0.9512 | 0.0213 | 0.3662 | 0.1475 | nan | 0.1397 | 0.0055 | 0.0 | 0.8653 | 0.0 | 0.0 | nan | 0.0 | 0.0002 | 0.0 | 0.0 | 0.7778 | 0.0 | 0.3370 | 0.0429 | 0.0 | nan | 0.0 | 0.0177 | 0.0 | 0.0 | 0.9324 | 0.7967 | 0.9157 | 0.0 | 0.0 | 0.0409 | 0.0 | 0.0 | 0.5263 | 0.7377 | 0.0213 | 0.3517 | 0.1232 | nan | 0.1053 | 0.0055 | 0.0 | 0.6423 | 0.0 | 0.0 | nan | 0.0 | 0.0002 | 0.0 | 0.0 | 0.6012 | 0.0 | 0.2315 | 0.0424 | 0.0 | nan | 0.0 | 0.0163 | 0.0 | 0.0 | 0.7258 | 0.6752 | 0.7692 | 0.0 | 0.0 | 0.0321 | 0.0 | 0 | |
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| 0.8550 | 0.8639 | 0.2220 | 0.2670 | 0.7725 | 0.0 | 0.6015 | 0.9708 | 0.3807 | 0.7538 | 0.1524 | nan | 0.1957 | 0.2585 | 0.0 | 0.8971 | 0.0 | 0.0 | nan | 0.0 | 0.0716 | 0.0 | 0.0 | 0.8784 | 0.0 | 0.4315 | 0.1948 | 0.0 | nan | 0.0 | 0.1201 | 0.0 | 0.0 | 0.8952 | 0.8231 | 0.8496 | 0.0 | 0.0 | 0.0692 | 0.0 | 0.0 | 0.5568 | 0.7479 | 0.3509 | 0.6355 | 0.1298 | nan | 0.1326 | 0.2455 | 0.0 | 0.6973 | 0.0 | 0.0 | nan | 0.0 | 0.0610 | 0.0 | 0.0 | 0.6479 | 0.0 | 0.3003 | 0.1727 | 0.0 | nan | 0.0 | 0.0927 | 0.0 | 0.0 | 0.7758 | 0.7000 | 0.8002 | 0.0 | 0.0 | 0.0573 | 0.0 | 1 | |
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### Framework versions |
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- Transformers 4.25.1 |
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- TensorFlow 2.9.2 |
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- Datasets 2.8.0 |
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- Tokenizers 0.13.2 |
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