Update README.md
Browse files
README.md
CHANGED
|
@@ -6,6 +6,15 @@ pipeline_tag: object-detection
|
|
| 6 |
tags:
|
| 7 |
- printed-circuit-boards
|
| 8 |
library_name: ultralytics
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 9 |
metrics:
|
| 10 |
- f1 - 93.8%
|
| 11 |
- mAP50 - 93.0%
|
|
@@ -15,6 +24,8 @@ metrics:
|
|
| 15 |
|
| 16 |
There are [a lot of models](https://universe.roboflow.com/roboflow-100/printed-circuit-board/model/3) for detecting components within a Printed Circuit Board (PCB), but not as many for detecting which pixels (if any) in an image contain the PCB itself. Being able to determine if and where a PCB is in an image is useful for [calculating its size to estimate carbon footprint]((https://github.com/SanderGi/LCA)), as a preprocessing step for detecting components, to limit the amount of image more expensive PCB defect detection models have to process, and more.
|
| 17 |
|
|
|
|
|
|
|
| 18 |
## Usage
|
| 19 |
|
| 20 |
1. Download [`the model weights`](https://huggingface.co/SanderGi/PCB-OBB/resolve/main/best.pt?download=true)
|
|
|
|
| 6 |
tags:
|
| 7 |
- printed-circuit-boards
|
| 8 |
library_name: ultralytics
|
| 9 |
+
model-index:
|
| 10 |
+
- name: ultralytics/yolo11
|
| 11 |
+
results:
|
| 12 |
+
- task:
|
| 13 |
+
type: object-detection
|
| 14 |
+
metrics:
|
| 15 |
+
- type: f1
|
| 16 |
+
value: 93.8%
|
| 17 |
+
name: F1 Score
|
| 18 |
metrics:
|
| 19 |
- f1 - 93.8%
|
| 20 |
- mAP50 - 93.0%
|
|
|
|
| 24 |
|
| 25 |
There are [a lot of models](https://universe.roboflow.com/roboflow-100/printed-circuit-board/model/3) for detecting components within a Printed Circuit Board (PCB), but not as many for detecting which pixels (if any) in an image contain the PCB itself. Being able to determine if and where a PCB is in an image is useful for [calculating its size to estimate carbon footprint]((https://github.com/SanderGi/LCA)), as a preprocessing step for detecting components, to limit the amount of image more expensive PCB defect detection models have to process, and more.
|
| 26 |
|
| 27 |
+
Read more [here](https://github.com/SanderGi/PCB-Detection).
|
| 28 |
+
|
| 29 |
## Usage
|
| 30 |
|
| 31 |
1. Download [`the model weights`](https://huggingface.co/SanderGi/PCB-OBB/resolve/main/best.pt?download=true)
|