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Title: GitHub - SanderGi/PCB-Detection: YOLOv11 models for Oriented Bounding Box detection and Segmentation of Printed Circuit Boards

Open Graph Title: GitHub - SanderGi/PCB-Detection: YOLOv11 models for Oriented Bounding Box detection and Segmentation of Printed Circuit Boards

X Title: GitHub - SanderGi/PCB-Detection: YOLOv11 models for Oriented Bounding Box detection and Segmentation of Printed Circuit Boards

Description: YOLOv11 models for Oriented Bounding Box detection and Segmentation of Printed Circuit Boards - SanderGi/PCB-Detection

Open Graph Description: YOLOv11 models for Oriented Bounding Box detection and Segmentation of Printed Circuit Boards - SanderGi/PCB-Detection

X Description: YOLOv11 models for Oriented Bounding Box detection and Segmentation of Printed Circuit Boards - SanderGi/PCB-Detection

Opengraph URL: https://github.com/SanderGi/PCB-Detection

X: @github

direct link

Domain: patch-diff.githubusercontent.com

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https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#pcb-detection
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https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection/blob/main/LICENSE
https://gist.github.com/taiki-e/ad73eaea17e2e0372efb76ef6b38f17b
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#results
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#results
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#results
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#results
a lot of modelshttps://universe.roboflow.com/roboflow-100/printed-circuit-board/model/3
YOLOv11https://docs.ultralytics.com/models/yolo11/
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#usage
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#oriented-bounding-box-detection-obb
the model weightshttps://huggingface.co/SanderGi/PCB-OBB/resolve/main/best.pt?download=true
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#segmentation
the model weightshttps://huggingface.co/SanderGi/PCB-SEG/resolve/main/best.pt?download=true
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#object-detection-and-classification
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#data
Cropped PCB imageshttps://patch-diff.githubusercontent.com/SanderGi/PCB-Detection/blob/main/data/cropped_pcbs
Background imageshttps://patch-diff.githubusercontent.com/SanderGi/PCB-Detection/blob/main/data/backgrounds
Distraction imageshttps://patch-diff.githubusercontent.com/SanderGi/PCB-Detection/blob/main/data/distractions
Augmented OBB images in YOLO dataset formathttps://patch-diff.githubusercontent.com/SanderGi/PCB-Detection/blob/main/data/augmented_obb
Augmented Segmentation images in YOLO dataset formathttps://patch-diff.githubusercontent.com/SanderGi/PCB-Detection/blob/main/data/augmented_seg
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#setup-development-environment
git lfshttps://git-lfs.com/
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#with-pyenv
Install pyenvhttps://github.com/pyenv/pyenv?tab=readme-ov-file#installation
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#with-conda
Install minicondahttps://docs.conda.io/en/latest/miniconda.html
install anacondahttps://docs.anaconda.com/anaconda/install/
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#methods
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#data-preprocessing
https://github.com/SanderGi/LCAhttps://github.com/SanderGi/LCA
InSPyReNethttps://github.com/plemeri/transparent-background
a modified versionhttps://patch-diff.githubusercontent.com/SanderGi/PCB-Detection/blob/main/scripts/correct4d.py
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection/blob/main/data/unwarp.png
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#pre-augmented-data-size
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#obb-and-segmentation
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#object-detection-future-work
notebooks/micropcb_eda.ipynbhttps://patch-diff.githubusercontent.com/SanderGi/PCB-Detection/blob/main/notebooks/micropcb_eda.ipynb
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#classification-future-work
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#using-the-object-detection-model-to-improve-the-obb-and-segmentation-models-future-work
they can be combinedhttps://docs.ultralytics.com/datasets/segment/#auto-annotation
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#data-augmentation
./notebooks/augment.ipynbhttps://patch-diff.githubusercontent.com/SanderGi/PCB-Detection/blob/main/notebooks/augment.ipynb
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#ahead-of-time-5x
cropped pcbshttps://patch-diff.githubusercontent.com/SanderGi/PCB-Detection/blob/main/data/cropped_pcbs
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection/blob/main/data/augment.png
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection/blob/main/data/augment_seg_img.png
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection/blob/main/data/augment_seg_mask.png
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#on-the-fly
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection/blob/main/data/augmented_obb/runs/no_perspective3/train_batch0.jpg
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection/blob/main/data/augmented_seg/runs/no_perspective/train_batch1.jpg
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#training
a dedicated test set with 35 imageshttps://patch-diff.githubusercontent.com/SanderGi/PCB-Detection/blob/main/data/augmented_obb/images/test
notebooks/train_obb.ipynbhttps://patch-diff.githubusercontent.com/SanderGi/PCB-Detection/blob/main/notebooks/train_obb.ipynb
notebooks/train_seg.ipynbhttps://patch-diff.githubusercontent.com/SanderGi/PCB-Detection/blob/main/notebooks/train_seg.ipynb
DOTAv1https://docs.ultralytics.com/datasets/obb/dota-v2/#dota-v10
COCOhttps://docs.ultralytics.com/datasets/segment/coco/
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection/blob/main/data/augmented_obb/runs/no_perspective3/results.png
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#results
herehttps://github.com/SanderGi/LCA
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#obb
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection/blob/main/data/augmented_obb/runs/no_perspective3/val_batch1_pred.jpg
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#segmentation-1
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection/blob/main/data/augmented_seg/runs/no_perspective/val_batch1_pred.jpg
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#object-detection
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#contributing
Methods Sectionhttps://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#methods
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#license
LICENSEhttps://patch-diff.githubusercontent.com/SanderGi/PCB-Detection/blob/main/LICENSE
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https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#contact
Alexander Metzger (alex@sandergi.com)https://sandergi.com/vCard.vcf
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#references
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#data-1
FICS-PCB: A Multi-Modal Image Dataset for Automated Printed Circuit Board Visual Inspectionhttps://eprint.iacr.org/2020/366.pdf
Roboflow 100: Printed Circuit Board Datasethttps://universe.roboflow.com/roboflow-100/printed-circuit-board
FPIC: A Novel Semantic Dataset for Optical PCB Assurancehttps://arxiv.org/pdf/2202.08414
Micro PCB Imageshttps://www.kaggle.com/datasets/frettapper/micropcb-images/data
PCB-P: Printed Circuit Boards at Perspectiveshttps://www.kaggle.com/datasets/benmalin/pcb-p-printed-circuit-boards-at-perspectives
FCC Report Parsinghttps://github.com/SanderGi/LCA
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#data-augmentation-1
YOLO Data Augmentation Explainedhttps://rumn.medium.com/yolo-data-augmentation-explained-turbocharge-your-object-detection-model-94c33278303a
YOLO Data Augmentation Docshttps://docs.ultralytics.com/guides/yolo-data-augmentation/
Oriented Bounding Box Dataset Formathttps://docs.ultralytics.com/datasets/obb/
Object Detection Dataset Formathttps://docs.ultralytics.com/datasets/detect/
Segmentation Dataset Formathttps://docs.ultralytics.com/datasets/segment/
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#training-1
YOLOv8 Training Docshttps://docs.ultralytics.com/modes/train/
YOLOv11 pre-trained checkpointshttps://docs.ultralytics.com/models/yolo11/
YOLO Object Detection Metricshttps://docs.ultralytics.com/guides/yolo-performance-metrics/
https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#inference
Ultralytics CLIhttps://docs.ultralytics.com/usage/cli/
segmentation https://patch-diff.githubusercontent.com/topics/segmentation
oriented-bounding-box https://patch-diff.githubusercontent.com/topics/oriented-bounding-box
printed-circuit-boards https://patch-diff.githubusercontent.com/topics/printed-circuit-boards
yolov11 https://patch-diff.githubusercontent.com/topics/yolov11
Readme https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#readme-ov-file
MIT license https://patch-diff.githubusercontent.com/SanderGi/PCB-Detection#MIT-1-ov-file
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