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Capstone chips detection

Object Detection

Dataset Versions

Try Pre-Trained Model

2023-06-24 9:25pm

Generated on Jun 24, 2023

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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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478 Total Images

View All Images

Dataset Split

Train Set 50%

237Images

Valid Set 5%

24Images

Test Set 45%

217Images

Preprocessing

Auto-Orient: Applied

Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3

Flip: Horizontal, Vertical

90° Rotate: Clockwise, Counter-Clockwise, Upside Down

Saturation: Between -11% and +11%

Brightness: Between -9% and +9%

Exposure: Between -14% and +14%

Bounding Box: Flip: Horizontal, Vertical

Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise, Upside Down

Similar Projects

Annotations

Group:

Chips

IMG20230217173217.jpg

640x640

0.41MP

Updated Aug 13, 55448

6:23PM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient

Applied

Resize

Stretch to 640x640

Flip

Applied Per Bounding Box

90° Rotate

Applied Per Bounding Box

90° Rotate

Applied

Saturation

Brightness

Exposure

-3%

Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "datasets": [
        "xNUIurM7L95zgDaDYVsm"
    ],
    "destination": "df2775f3bf802917687782a0c5c7e92a",
    "height": 640,
    "id": "vZ0EwyvinbTBSAjUzhbp",
    "label": [],
    "labels": [],
    "name": "IMG20230217173217.jpg",
    "numSteps": 8,
    "owner": "er5VM4GD1nYlKa2Fzwwr0UBxYty1",
    "preprocessing": [
        "auto-orient",
        "resize:[\"Stretch to\",640,640]",
        "flip:[[\"both\"]]",
        "ninety:[[-90]]",
        "ninety:[180]",
        "saturation:[7]",
        "brightness:[8]",
        "exposure:[-3]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Resize",
            "value": "Stretch to 640x640"
        },
        {
            "name": "Flip",
            "value": "Applied Per Bounding Box"
        },
        {
            "name": "90° Rotate",
            "value": "Applied Per Bounding Box"
        },
        {
            "name": "90° Rotate",
            "value": "Applied"
        },
        {
            "name": "Saturation",
            "value": "7%"
        },
        {
            "name": "Brightness",
            "value": "8%"
        },
        {
            "name": "Exposure",
            "value": "-3%"
        }
    ],
    "source": "vZ0EwyvinbTBSAjUzhbp",
    "split": "train",
    "split.xNUIurM7L95zgDaDYVsm.7": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"resize:[\\\"Stretch to\\\",640,640]\",\n    \"flip:[[\\\"both\\\"]]\",\n    \"ninety:[[-90]]\",\n    \"ninety:[180]\",\n    \"saturation:[7]\",\n    \"brightness:[8]\",\n    \"exposure:[-3]\"\n]",
    "updated": 1687622149397,
    "updatedDate": "Aug 13, 55448",
    "updatedTime": "6:23PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "xNUIurM7L95zgDaDYVsm/7"
    ],
    "width": 640
}

Annotation Data

{
    "boxes": [
        {
            "label": "Bad chips",
            "x": 325,
            "y": 258,
            "width": 287,
            "height": 287
        }
    ],
    "height": 640,
    "key": "IMG20230217173217.jpg",
    "width": 640
}

Capstone chips detection

Dataset Versions

2023-06-24 9:25pm

Popular Download Formats

478 Total Images

Dataset Split

Preprocessing

Augmentations

Similar Projects

Annotations

Unused Classes

Tags

Attributes

IMG20230217173217.jpg

Updated Aug 13, 55448

Generated by Roboflow

Training Set

Transforms

Annotation History

Raw Data

Source Data

Annotation Data