Image Classification
Transformers
Safetensors
dinov2
project-sidewalk
accessibility
sidewalks
street-view
label-validation
obstacle
Eval Results (legacy)
Instructions to use projectsidewalk/sidewalk-validator-ai-obstacle with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use projectsidewalk/sidewalk-validator-ai-obstacle with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-classification", model="projectsidewalk/sidewalk-validator-ai-obstacle") pipe("https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/parrots.png")# pip install -U transformers accelerate # Load model directly from transformers import AutoImageProcessor, AutoModelForImageClassification processor = AutoImageProcessor.from_pretrained("projectsidewalk/sidewalk-validator-ai-obstacle") model = AutoModelForImageClassification.from_pretrained("projectsidewalk/sidewalk-validator-ai-obstacle", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Publish Obstacle model: inference files and card (sidewalk-validator-ai f43f33968c87)
64b082c verified Download confidence_precision_map.json from projectsidewalk/sidewalk-validator-ai-obstacle: direct link, hf CLI and curl.
- Browser
- Download file 11.7 kB
-
https://huggingface.co/projectsidewalk/sidewalk-validator-ai-obstacle/resolve/main/confidence_precision_map.json
- Command line
-
hf download hf://projectsidewalk/sidewalk-validator-ai-obstacle/confidence_precision_map.json
-
curl -L -o confidence_precision_map.json https://huggingface.co/projectsidewalk/sidewalk-validator-ai-obstacle/resolve/main/confidence_precision_map.json
11.7 kB
| { | |
| "correct": { | |
| "0.5": 0.0, | |
| "0.5025": 0.0, | |
| "0.505": 0.0, | |
| "0.5075": 0.0, | |
| "0.51": 0.0, | |
| "0.5125": 0.0, | |
| "0.515": 0.0, | |
| "0.5175": 0.0, | |
| "0.52": 0.519, | |
| "0.5225": 0.519, | |
| "0.525": 0.519, | |
| "0.5275": 0.519, | |
| "0.53": 0.519, | |
| "0.5325": 0.519, | |
| "0.535": 0.519, | |
| "0.5375": 0.519, | |
| "0.54": 0.519, | |
| "0.5425": 0.519, | |
| "0.545": 0.519, | |
| "0.5475": 0.519, | |
| "0.55": 0.519, | |
| "0.5525": 0.519, | |
| "0.555": 0.519, | |
| "0.5575": 0.519, | |
| "0.56": 0.519, | |
| "0.5625": 0.519, | |
| "0.565": 0.519, | |
| "0.5675": 0.519, | |
| "0.57": 0.519, | |
| "0.5725": 0.519, | |
| "0.575": 0.519, | |
| "0.5775": 0.519, | |
| "0.58": 0.519, | |
| "0.5825": 0.519, | |
| "0.585": 0.519, | |
| "0.5875": 0.519, | |
| "0.59": 0.519, | |
| "0.5925": 0.519, | |
| "0.595": 0.519, | |
| "0.5975": 0.519, | |
| "0.6": 0.519, | |
| "0.6025": 0.519, | |
| "0.605": 0.519, | |
| "0.6075": 0.519, | |
| "0.61": 0.519, | |
| "0.6125": 0.519, | |
| "0.615": 0.519, | |
| "0.6175": 0.519, | |
| "0.62": 0.519, | |
| "0.6225": 0.519, | |
| "0.625": 0.519, | |
| "0.6275": 0.519, | |
| "0.63": 0.519, | |
| "0.6325": 0.519, | |
| "0.635": 0.519, | |
| "0.6375": 0.519, | |
| "0.64": 0.519, | |
| "0.6425": 0.519, | |
| "0.645": 0.519, | |
| "0.6475": 0.519, | |
| "0.65": 0.519, | |
| "0.6525": 0.519, | |
| "0.655": 0.519, | |
| "0.6575": 0.519, | |
| "0.66": 0.519, | |
| "0.6625": 0.519, | |
| "0.665": 0.519, | |
| "0.6675": 0.519, | |
| "0.67": 0.519, | |
| "0.6725": 0.519, | |
| "0.675": 0.519, | |
| "0.6775": 0.519, | |
| "0.68": 0.519, | |
| "0.6825": 0.519, | |
| "0.685": 0.519, | |
| "0.6875": 0.519, | |
| "0.69": 0.519, | |
| "0.6925": 0.519, | |
| "0.695": 0.519, | |
| "0.6975": 0.519, | |
| "0.7": 0.519, | |
| "0.7025": 0.519, | |
| "0.705": 0.519, | |
| "0.7075": 0.519, | |
| "0.71": 0.519, | |
| "0.7125": 0.519, | |
| "0.715": 0.519, | |
| "0.7175": 0.519, | |
| "0.72": 0.519, | |
| "0.7225": 0.519, | |
| "0.725": 0.519, | |
| "0.7275": 0.519, | |
| "0.73": 0.519, | |
| "0.7325": 0.519, | |
| "0.735": 0.519, | |
| "0.7375": 0.519, | |
| "0.74": 0.519, | |
| "0.7425": 0.519, | |
| "0.745": 0.519, | |
| "0.7475": 0.519, | |
| "0.75": 0.519, | |
| "0.7525": 0.519, | |
| "0.755": 0.519, | |
| "0.7575": 0.519, | |
| "0.76": 0.519, | |
| "0.7625": 0.519, | |
| "0.765": 0.519, | |
| "0.7675": 0.519, | |
| "0.77": 0.519, | |
| "0.7725": 0.519, | |
| "0.775": 0.519, | |
| "0.7775": 0.519, | |
| "0.78": 0.519, | |
| "0.7825": 0.519, | |
| "0.785": 0.519, | |
| "0.7875": 0.519, | |
| "0.79": 0.519, | |
| "0.7925": 0.519, | |
| "0.795": 0.519, | |
| "0.7975": 0.519, | |
| "0.8": 0.519, | |
| "0.8025": 0.519, | |
| "0.805": 0.519, | |
| "0.8075": 0.519, | |
| "0.81": 0.519, | |
| "0.8125": 0.519, | |
| "0.815": 0.519, | |
| "0.8175": 0.519, | |
| "0.82": 0.5572, | |
| "0.8225": 0.5572, | |
| "0.825": 0.5572, | |
| "0.8275": 0.5572, | |
| "0.83": 0.5572, | |
| "0.8325": 0.5572, | |
| "0.835": 0.5572, | |
| "0.8375": 0.5572, | |
| "0.84": 0.5572, | |
| "0.8425": 0.5572, | |
| "0.845": 0.5572, | |
| "0.8475": 0.5572, | |
| "0.85": 0.5572, | |
| "0.8525": 0.5572, | |
| "0.855": 0.5572, | |
| "0.8575": 0.5572, | |
| "0.86": 0.5572, | |
| "0.8625": 0.5572, | |
| "0.865": 0.5572, | |
| "0.8675": 0.5572, | |
| "0.87": 0.5572, | |
| "0.8725": 0.5572, | |
| "0.875": 0.5572, | |
| "0.8775": 0.5572, | |
| "0.88": 0.5572, | |
| "0.8825": 0.5572, | |
| "0.885": 0.5572, | |
| "0.8875": 0.5572, | |
| "0.89": 0.5572, | |
| "0.8925": 0.5572, | |
| "0.895": 0.5572, | |
| "0.8975": 0.5572, | |
| "0.9": 0.5572, | |
| "0.9025": 0.5572, | |
| "0.905": 0.5572, | |
| "0.9075": 0.5572, | |
| "0.91": 0.5572, | |
| "0.9125": 0.5572, | |
| "0.915": 0.5572, | |
| "0.9175": 0.5572, | |
| "0.92": 0.5572, | |
| "0.9225": 0.5572, | |
| "0.925": 0.5572, | |
| "0.9275": 0.5572, | |
| "0.93": 0.5572, | |
| "0.9325": 0.5572, | |
| "0.935": 0.5572, | |
| "0.9375": 0.5572, | |
| "0.94": 0.5572, | |
| "0.9425": 0.5572, | |
| "0.945": 0.5572, | |
| "0.9475": 0.5572, | |
| "0.95": 0.5572, | |
| "0.9525": 0.5572, | |
| "0.955": 0.5572, | |
| "0.9575": 0.5572, | |
| "0.96": 0.5572, | |
| "0.9625": 0.5572, | |
| "0.965": 0.5572, | |
| "0.9675": 0.5572, | |
| "0.97": 0.5572, | |
| "0.9725": 0.5572, | |
| "0.975": 0.5572, | |
| "0.9775": 0.5572, | |
| "0.98": 0.5572, | |
| "0.9825": 0.6149, | |
| "0.985": 0.6149, | |
| "0.9875": 0.6149, | |
| "0.99": 0.6149, | |
| "0.9925": 0.6149, | |
| "0.995": 0.6149, | |
| "0.9975": 0.6502, | |
| "0.999": 0.6502, | |
| "0.9993": 0.6502, | |
| "0.9995": 0.6502, | |
| "0.9997": 0.6502, | |
| "0.9998": 0.6502, | |
| "0.9999": 0.6678, | |
| "0.99992": 0.6678, | |
| "0.99994": 0.6678, | |
| "0.99996": 0.7208, | |
| "0.99997": 0.7208, | |
| "0.99998": 0.7208, | |
| "0.999981": 0.7208, | |
| "0.999982": 0.7208, | |
| "0.999983": 0.7208, | |
| "0.999984": 0.7208, | |
| "0.999985": 0.7208, | |
| "0.999986": 0.7208, | |
| "0.999987": 0.7208, | |
| "0.999988": 0.7208, | |
| "0.999989": 0.7208, | |
| "0.99999": 0.7208, | |
| "0.999991": 0.7208, | |
| "0.999992": 0.7208, | |
| "0.999993": 0.7208, | |
| "0.999994": 0.7208, | |
| "0.999995": 0.7208, | |
| "0.999996": 0.7208, | |
| "0.999997": 0.7208, | |
| "0.999998": 0.7882, | |
| "0.999999": 0.7882, | |
| "1.0": 0.956 | |
| }, | |
| "incorrect": { | |
| "0.5": 0.0, | |
| "0.5025": 0.0, | |
| "0.505": 0.0, | |
| "0.5075": 0.0, | |
| "0.51": 0.1698, | |
| "0.5125": 0.1698, | |
| "0.515": 0.1698, | |
| "0.5175": 0.1698, | |
| "0.52": 0.1698, | |
| "0.5225": 0.1698, | |
| "0.525": 0.1698, | |
| "0.5275": 0.1698, | |
| "0.53": 0.1698, | |
| "0.5325": 0.1698, | |
| "0.535": 0.1698, | |
| "0.5375": 0.1698, | |
| "0.54": 0.1698, | |
| "0.5425": 0.1698, | |
| "0.545": 0.1698, | |
| "0.5475": 0.1698, | |
| "0.55": 0.1698, | |
| "0.5525": 0.1698, | |
| "0.555": 0.1698, | |
| "0.5575": 0.1698, | |
| "0.56": 0.1698, | |
| "0.5625": 0.1698, | |
| "0.565": 0.1698, | |
| "0.5675": 0.1698, | |
| "0.57": 0.1698, | |
| "0.5725": 0.1698, | |
| "0.575": 0.1698, | |
| "0.5775": 0.1698, | |
| "0.58": 0.1698, | |
| "0.5825": 0.1698, | |
| "0.585": 0.1698, | |
| "0.5875": 0.1698, | |
| "0.59": 0.1698, | |
| "0.5925": 0.1698, | |
| "0.595": 0.1698, | |
| "0.5975": 0.1698, | |
| "0.6": 0.1698, | |
| "0.6025": 0.1698, | |
| "0.605": 0.1698, | |
| "0.6075": 0.1698, | |
| "0.61": 0.1698, | |
| "0.6125": 0.1698, | |
| "0.615": 0.1698, | |
| "0.6175": 0.1698, | |
| "0.62": 0.1698, | |
| "0.6225": 0.1698, | |
| "0.625": 0.1698, | |
| "0.6275": 0.1698, | |
| "0.63": 0.1698, | |
| "0.6325": 0.1698, | |
| "0.635": 0.2843, | |
| "0.6375": 0.2843, | |
| "0.64": 0.2843, | |
| "0.6425": 0.2843, | |
| "0.645": 0.2843, | |
| "0.6475": 0.2843, | |
| "0.65": 0.2843, | |
| "0.6525": 0.2843, | |
| "0.655": 0.2843, | |
| "0.6575": 0.2843, | |
| "0.66": 0.2843, | |
| "0.6625": 0.2843, | |
| "0.665": 0.2843, | |
| "0.6675": 0.2843, | |
| "0.67": 0.2843, | |
| "0.6725": 0.2843, | |
| "0.675": 0.2843, | |
| "0.6775": 0.2843, | |
| "0.68": 0.2843, | |
| "0.6825": 0.2843, | |
| "0.685": 0.2843, | |
| "0.6875": 0.2843, | |
| "0.69": 0.2843, | |
| "0.6925": 0.2843, | |
| "0.695": 0.2843, | |
| "0.6975": 0.2843, | |
| "0.7": 0.2843, | |
| "0.7025": 0.2843, | |
| "0.705": 0.2843, | |
| "0.7075": 0.2843, | |
| "0.71": 0.2843, | |
| "0.7125": 0.2843, | |
| "0.715": 0.2843, | |
| "0.7175": 0.2843, | |
| "0.72": 0.2843, | |
| "0.7225": 0.2843, | |
| "0.725": 0.2843, | |
| "0.7275": 0.2843, | |
| "0.73": 0.2843, | |
| "0.7325": 0.2843, | |
| "0.735": 0.2843, | |
| "0.7375": 0.2843, | |
| "0.74": 0.2843, | |
| "0.7425": 0.2843, | |
| "0.745": 0.2843, | |
| "0.7475": 0.2843, | |
| "0.75": 0.2843, | |
| "0.7525": 0.2843, | |
| "0.755": 0.2843, | |
| "0.7575": 0.2843, | |
| "0.76": 0.2843, | |
| "0.7625": 0.2843, | |
| "0.765": 0.2843, | |
| "0.7675": 0.2843, | |
| "0.77": 0.2843, | |
| "0.7725": 0.2843, | |
| "0.775": 0.2843, | |
| "0.7775": 0.2843, | |
| "0.78": 0.2843, | |
| "0.7825": 0.2843, | |
| "0.785": 0.2843, | |
| "0.7875": 0.2843, | |
| "0.79": 0.2843, | |
| "0.7925": 0.2843, | |
| "0.795": 0.2843, | |
| "0.7975": 0.2843, | |
| "0.8": 0.2843, | |
| "0.8025": 0.2843, | |
| "0.805": 0.2843, | |
| "0.8075": 0.2843, | |
| "0.81": 0.2843, | |
| "0.8125": 0.2843, | |
| "0.815": 0.2843, | |
| "0.8175": 0.2843, | |
| "0.82": 0.2843, | |
| "0.8225": 0.2843, | |
| "0.825": 0.4474, | |
| "0.8275": 0.4474, | |
| "0.83": 0.4474, | |
| "0.8325": 0.4474, | |
| "0.835": 0.4474, | |
| "0.8375": 0.4474, | |
| "0.84": 0.4474, | |
| "0.8425": 0.4474, | |
| "0.845": 0.4474, | |
| "0.8475": 0.4474, | |
| "0.85": 0.4474, | |
| "0.8525": 0.4474, | |
| "0.855": 0.4474, | |
| "0.8575": 0.4474, | |
| "0.86": 0.4474, | |
| "0.8625": 0.4474, | |
| "0.865": 0.4474, | |
| "0.8675": 0.4474, | |
| "0.87": 0.4474, | |
| "0.8725": 0.4474, | |
| "0.875": 0.4474, | |
| "0.8775": 0.4474, | |
| "0.88": 0.4474, | |
| "0.8825": 0.4474, | |
| "0.885": 0.4474, | |
| "0.8875": 0.4474, | |
| "0.89": 0.4474, | |
| "0.8925": 0.4474, | |
| "0.895": 0.4474, | |
| "0.8975": 0.4474, | |
| "0.9": 0.4474, | |
| "0.9025": 0.4474, | |
| "0.905": 0.4474, | |
| "0.9075": 0.4474, | |
| "0.91": 0.4474, | |
| "0.9125": 0.4474, | |
| "0.915": 0.4474, | |
| "0.9175": 0.4474, | |
| "0.92": 0.4474, | |
| "0.9225": 0.4474, | |
| "0.925": 0.4474, | |
| "0.9275": 0.4474, | |
| "0.93": 0.4474, | |
| "0.9325": 0.4474, | |
| "0.935": 0.4474, | |
| "0.9375": 0.4474, | |
| "0.94": 0.4474, | |
| "0.9425": 0.4474, | |
| "0.945": 0.4474, | |
| "0.9475": 0.4474, | |
| "0.95": 0.4474, | |
| "0.9525": 0.4474, | |
| "0.955": 0.4474, | |
| "0.9575": 0.4474, | |
| "0.96": 0.4474, | |
| "0.9625": 0.4474, | |
| "0.965": 0.4474, | |
| "0.9675": 0.4474, | |
| "0.97": 0.4474, | |
| "0.9725": 0.4474, | |
| "0.975": 0.4474, | |
| "0.9775": 0.4474, | |
| "0.98": 0.4615, | |
| "0.9825": 0.4615, | |
| "0.985": 0.4615, | |
| "0.9875": 0.4615, | |
| "0.99": 0.4615, | |
| "0.9925": 0.5507, | |
| "0.995": 0.5507, | |
| "0.9975": 0.5507, | |
| "0.999": 0.5507, | |
| "0.9993": 0.5507, | |
| "0.9995": 0.6983, | |
| "0.9997": 0.6983, | |
| "0.9998": 0.6983, | |
| "0.9999": 0.6983, | |
| "0.99992": 0.6983, | |
| "0.99994": 0.722, | |
| "0.99996": 0.722, | |
| "0.99997": 0.722, | |
| "0.99998": 0.722, | |
| "0.999981": 0.722, | |
| "0.999982": 0.722, | |
| "0.999983": 0.722, | |
| "0.999984": 0.722, | |
| "0.999985": 0.722, | |
| "0.999986": 0.722, | |
| "0.999987": 0.722, | |
| "0.999988": 0.722, | |
| "0.999989": 0.722, | |
| "0.99999": 0.722, | |
| "0.999991": 0.722, | |
| "0.999992": 0.722, | |
| "0.999993": 0.722, | |
| "0.999994": 0.722, | |
| "0.999995": 0.722, | |
| "0.999996": 0.722, | |
| "0.999997": 0.722, | |
| "0.999998": 0.7762, | |
| "0.999999": 0.7762, | |
| "1.0": 0.8923 | |
| } | |
| } | |