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Duplicate from keremberke/yolov8m-pothole-segmentation
Browse filesCo-authored-by: Kerem <keremberke@users.noreply.huggingface.co>
- .gitattributes +34 -0
- README.md +84 -0
- best.pt +3 -0
- config.json +1 -0
- events.out.tfevents.1674836396.ovyeman.26068.9 +3 -0
- thumbnail.jpg +0 -0
.gitattributes
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README.md
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---
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tags:
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- ultralyticsplus
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- yolov8
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- ultralytics
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- yolo
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- vision
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- image-segmentation
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- pytorch
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- awesome-yolov8-models
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library_name: ultralytics
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library_version: 8.0.21
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inference: false
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datasets:
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- keremberke/pothole-segmentation
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model-index:
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- name: keremberke/yolov8m-pothole-segmentation
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results:
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- task:
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type: image-segmentation
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dataset:
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type: keremberke/pothole-segmentation
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name: pothole-segmentation
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split: validation
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metrics:
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- type: precision # since mAP@0.5 is not available on hf.co/metrics
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value: 0.85786 # min: 0.0 - max: 1.0
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name: mAP@0.5(box)
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- type: precision # since mAP@0.5 is not available on hf.co/metrics
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value: 0.895 # min: 0.0 - max: 1.0
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name: mAP@0.5(mask)
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---
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<div align="center">
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<img width="640" alt="keremberke/yolov8m-pothole-segmentation" src="https://huggingface.co/keremberke/yolov8m-pothole-segmentation/resolve/main/thumbnail.jpg">
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</div>
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### Supported Labels
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```
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['pothole']
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```
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### How to use
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- Install [ultralyticsplus](https://github.com/fcakyon/ultralyticsplus):
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```bash
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pip install ultralyticsplus==0.0.23 ultralytics==8.0.21
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```
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- Load model and perform prediction:
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```python
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from ultralyticsplus import YOLO, render_result
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# load model
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model = YOLO('keremberke/yolov8m-pothole-segmentation')
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# set model parameters
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model.overrides['conf'] = 0.25 # NMS confidence threshold
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model.overrides['iou'] = 0.45 # NMS IoU threshold
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model.overrides['agnostic_nms'] = False # NMS class-agnostic
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model.overrides['max_det'] = 1000 # maximum number of detections per image
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# set image
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image = 'https://github.com/ultralytics/yolov5/raw/master/data/images/zidane.jpg'
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# perform inference
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results = model.predict(image)
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# observe results
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print(results[0].boxes)
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print(results[0].masks)
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render = render_result(model=model, image=image, result=results[0])
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render.show()
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```
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**More models available at: [awesome-yolov8-models](https://yolov8.xyz)**
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best.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:b7e3a909e7d043cdc7af97a5ee2008abffcc27a449b1f2081451ba526de123dd
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size 54797930
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config.json
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{"input_size": 640, "task": "instance-segmentation", "ultralyticsplus_version": "0.0.23", "ultralytics_version": "8.0.21", "model_type": "v8", "score_map50": 0.85786, "score_map50_mask": 0.895}
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events.out.tfevents.1674836396.ovyeman.26068.9
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version https://git-lfs.github.com/spec/v1
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oid sha256:4b7412fa6c83a96ec6f54de0895e16060c26454e9782e12a7d0def91321294cd
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size 40
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thumbnail.jpg
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