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Related Objects of Interest: pothole , car , bus , person , bicycle , open manhole , dog , closed manhole , improperly closed manhole , tree
Top Manhole Computer Vision Models
The models below have been fine-tuned for various manhole detection tasks. You can try out each model in your browser, or test an edge deployment solution (i.e. to an NVIDIA Jetson). You can use the datasets associated with the models below as a starting point for building your own manhole detection model.
At the bottom of this page, we have guides on how to count manholes in images and videos.
6.6k images 114 classes 1 model
danger # Pothole > 2023-10-28 10:33pm Bicycle Bicycle Bus Person Bicycle Bus Person Traffic signs Bicycle Car Bicycle Car Electric pole Bicycle Car Electric pole Person Traffic signs Bicycle Car Electric pole Tree Bicycle Car Motorcycle Person Bicycle Car Motorcycle Person Tree Bicycle Car Person Bicycle Car Person Traffic signs Bicycle Car Person Tree Bicycle Car Tree Bicycle Electric pole Bicycle Electric pole Motorcycle Bicycle Person Bicycle Person Traffic signs Bicycle Person Traffic signs Tree
5.3k images 10 classes 1 model
1.7k images 7 classes 1 model
2.8k images 13 classes 1 model
809 images 5 classes 1 model
642 images 4 classes 1 model
1.4k images 7 classes 3 models
1.7k images 7 classes 1 model
1k images 3 classes 1 model
9k images 4 classes 1 model
2.3k images 25 classes 1 model
4.6k images 23 classes 1 model
566 images 8 classes 2 models
3.1k images 6 classes 2 models
3.6k images 13 classes 1 model
882 images 3 classes 1 model
776 images 22 classes 1 model
Alligator crack - High Alligator crack - Low Block crack - High Block crack - Low Faded marking - High Faded marking - Low Lane shoulder drop-off Lane shoulder drop-off - High Lane shoulder drop-off - Low Linear crack - High Linear crack - Low Manhole - Patch - High Patch - Low Patch and utility cut- high Patch and utility cut- low Pothole - High Pothole - Low Raveling - High Raveling - Low
10k images 5 classes 2 models
2.1k images 21 classes 1 model
Alligator crack - High Alligator crack - Low Bleeding - High Bleeding - Low Block crack - Low Faded marking - High Faded marking - Low Lane shoulder drop-off Lane shoulder drop-off - Low Linear crack - High Linear crack - Low Manhole - High Manhole - Low Patch - High Patch - Low Pothole - High Pothole - Low Raveling - High Raveling - Low Weathering - High
5.3k images 10 classes 1 model
154 images 13 classes 1 model
1.3k images 12 classes 1 model
843 images 12 classes 3 models
4.8k images 23 classes 1 model
1.9k images 22 classes 2 models
Alligator crack - High Alligator crack - Low Block crack - High Block crack - Low Faded marking - High Faded marking - Low Lane shoulder drop-off Lane shoulder drop-off - High Lane shoulder drop-off - Low Linear crack - High Linear crack - Low Manhole - Patch - High Patch - Low Patch and utility cut- high Patch and utility cut- low Pothole - High Pothole - Low Raveling - High Raveling - Low
4.2k images 4 classes 1 model
616 images 16 classes 1 model
1.4k images 7 classes 1 model