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Obj detection-pcb-defects-yolov8

Object Detection

Dataset Versions

Try Pre-Trained Model

80 14 6 v3

a year ago

80 10 10 -2024-01-06 12-11am

a year ago

2024-01-05 11:00pm

a year ago

80 14 6 v3

Generated on Jan 6, 2024

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Popular Download Formats

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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9666 Total Images

View All Images

Dataset Split

Train Set 83%

8020Images

Valid Set 11%

1094Images

Test Set 6%

552Images

Preprocessing

Auto-Orient: Applied

Resize: Stretch to 640x640

Augmentations

No augmentations were applied.

Similar Projects

Annotations

Group:

PCB-8-DEFECTS

01_mouse_bite_01.jpg

640x640

0.41MP

Updated Jun 14, 55985

9:02PM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient

Applied

Resize

Stretch to 640x640

Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "datasets": [
        "grckN79r7opVi2qiGyRn"
    ],
    "destination": "76e4bd68149508d7ec142117023295bf",
    "height": 640,
    "id": "8TTOMPeFwDTTSbxNxPPG",
    "label": [],
    "labels": [],
    "name": "01_mouse_bite_01.jpg",
    "numSteps": 2,
    "owner": "vZisxwwgRMgLIXXqBtlPl7eSEJl2",
    "preprocessing": [
        "auto-orient",
        "resize:[\"Stretch to\",640,640]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Resize",
            "value": "Stretch to 640x640"
        }
    ],
    "source": "8TTOMPeFwDTTSbxNxPPG",
    "split": "train",
    "split.grckN79r7opVi2qiGyRn.1": "train",
    "split.grckN79r7opVi2qiGyRn.2": "train",
    "split.grckN79r7opVi2qiGyRn.3": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"resize:[\\\"Stretch to\\\",640,640]\"\n]",
    "updated": 1704563038934,
    "updatedDate": "Jun 14, 55985",
    "updatedTime": "9:02PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "grckN79r7opVi2qiGyRn/1",
        "grckN79r7opVi2qiGyRn/2",
        "grckN79r7opVi2qiGyRn/3"
    ],
    "width": 640
}

Annotation Data

{
    "boxes": [
        {
            "label": "mousebite",
            "x": 263,
            "y": 323,
            "width": 18,
            "height": 6
        },
        {
            "label": "mousebite",
            "x": 124,
            "y": 428.5,
            "width": 17,
            "height": 6
        },
        {
            "label": "mousebite",
            "x": 275.5,
            "y": 550,
            "width": 12,
            "height": 6
        }
    ],
    "height": 640,
    "key": "01_mouse_bite_01_jpg.rf.0e29dd6a2c6fa081c38fdb47efe6ae7a.jpg",
    "width": 640
}

Obj detection-pcb-defects-yolov8

Dataset Versions

80 14 6 v3

Popular Download Formats

9666 Total Images

Dataset Split

Preprocessing

Augmentations

Similar Projects

Annotations

Unused Classes

Tags

Attributes

01_mouse_bite_01.jpg

Updated Jun 14, 55985

Generated by Roboflow

Training Set

Transforms

Annotation History

Raw Data

Source Data

Annotation Data