Dataset Versions

Try Pre-Trained Model

2024-02-05 5:28pm

2024-02-03 11:03am

2024-02-02 12:58pm

2024-01-19 4:06pm

v4

2024-02-05 5:28pm

Generated on Feb 5, 2024

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YOLOv11

TXT annotations and YAML config used with YOLOv11.

YOLOv9

TXT annotations and YAML config used with YOLOv9.

YOLOv8

TXT annotations and YAML config used with YOLOv8.

YOLOv5

TXT annotations and YAML config used with YOLOv5.

YOLOv7

TXT annotations and YAML config used with YOLOv7.

COCO JSON

COCO JSON annotations are used with EfficientDet Pytorch and Detectron 2.

YOLO Darknet

Darknet TXT annotations used with YOLO Darknet (both v3 and v4) and YOLOv3 PyTorch.

Pascal VOC XML

Common XML annotation format for local data munging (pioneered by ImageNet).

TFRecord

TFRecord binary format used for both Tensorflow 1.5 and Tensorflow 2.0 Object Detection models.

PaliGemma

PaliGemma JSONL format used for fine-tuning PaliGemma, Google's open multimodal vision model.

CreateML JSON

CreateML JSON format is used with Apple's CreateML and Turi Create tools.

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286 Total Images

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Dataset Split

Train Set 70%

200Images

Valid Set 20%

58Images

Test Set 10%

28Images

Preprocessing

Auto-Orient: Applied

Resize: Stretch to 640x640

Augmentations

No augmentations were applied.

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AOI-YOLOV8

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3 / 12

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train

Labels

Attributes

Raw Data

Annotations

Group:

pcb-boards-smd-components

CLASSES

LAYERS

Resistor

6

Unused Classes

Capacitor

Diode

IC

Mcu

MissingCom

Mosfet

Short

Tags

No Tags Applied

Type and select tags below to add them to the image.

Attributes

43.JPG

640x640

0.41MP

Updated Feb 5, 2024

11:58AM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient	Applied
Resize	Stretch to 640x640

Annotation History

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Raw Data

{
    "camera": "Generated by Roboflow",
    "classes": {
        "Mosfet": 43,
        "Diode": 198,
        "IC": 100,
        "MissingCom": 897,
        "Capacitor": 1368,
        "Resistor": 1443,
        "Mcu": 32,
        "Short": 31
    },
    "datasets": [
        "0gEyXPDN360EL8NLRpys"
    ],
    "destination": "61e7446edcb5bec44d4b57cfbde247ef",
    "height": 640,
    "id": "LYX1cW6CwaTxFeLV8Pit",
    "label": [],
    "labels": [],
    "name": "43.JPG",
    "numSteps": 2,
    "owner": "0jkh6k9Yl2hBDELHWJpR2Vkzotw1",
    "preprocessing": [
        "auto-orient",
        "resize:[\"Stretch to\",640,640]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Resize",
            "value": "Stretch to 640x640"
        }
    ],
    "source": "LYX1cW6CwaTxFeLV8Pit",
    "split": "train",
    "split.0gEyXPDN360EL8NLRpys.2": "train",
    "split.0gEyXPDN360EL8NLRpys.3": "train",
    "split.0gEyXPDN360EL8NLRpys.4": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"resize:[\\\"Stretch to\\\",640,640]\"\n]",
    "updated": {
        "_seconds": 1707134313,
        "_nanoseconds": 950000000
    },
    "updatedDate": "Feb 5, 2024",
    "updatedTime": "11:58AM",
    "updatedTimezone": "+00:00",
    "versions": [
        "0gEyXPDN360EL8NLRpys/2",
        "0gEyXPDN360EL8NLRpys/3",
        "0gEyXPDN360EL8NLRpys/4"
    ],
    "width": 640
}

{
    "boxes": [
        {
            "label": "Resistor",
            "x": 372,
            "y": 69.5,
            "width": 207,
            "height": 138.5
        },
        {
            "label": "Resistor",
            "x": 368,
            "y": 225.5,
            "width": 189.5,
            "height": 154.5
        },
        {
            "label": "Resistor",
            "x": 372,
            "y": 402,
            "width": 215,
            "height": 144
        },
        {
            "label": "Resistor",
            "x": 359,
            "y": 561.5,
            "width": 189.5,
            "height": 138.5
        },
        {
            "label": "Resistor",
            "x": 65.5,
            "y": 314.5,
            "width": 131,
            "height": 178
        },
        {
            "label": "Resistor",
            "x": 60.5,
            "y": 510.5,
            "width": 121,
            "height": 157
        }
    ],
    "height": 640,
    "key": "43.JPG",
    "width": 640
}

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