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YOLO_SEM_Contain_Membrane

Object Detection

Dataset Versions

Try Pre-Trained Model

v13

2023-12-16 3:52am

Generated on Dec 15, 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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159 Total Images

View All Images

Dataset Split

Train Set 100%

159Images

Valid Set %

0Images

Test Set %

0Images

Preprocessing

Auto-Adjust Contrast: Using Adaptive Equalization

Augmentations

Outputs per training example: 3

Flip: Horizontal, Vertical

Brightness: Between -15% and +15%

Blur: Up to 1.75px

Noise: Up to 5% of pixels

Similar Projects

Annotations

Group:

cell-pore-membrane

test1-000085.png

1280x960

1.23MP

Updated May 8, 55925

5:14PM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Adjust Contrast

Adaptive Equalization

Flip

Both

Brightness

Blur

0.75px

Noise

2.25%

Raw Data

Source Data

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    "camera": "Generated by Roboflow",
    "classes": {
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        "membrane": 4245,
        "pore": 3551
    },
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    "height": 960,
    "id": "ed8M1rL0xlEsSpAWfnmN",
    "label": [],
    "labels": [],
    "name": "test1-000085.png",
    "numSteps": 5,
    "owner": "QiUUhTpEl5drrB75r3htHgP8Iwp2",
    "preprocessing": [
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        "flip:[\"both\"]",
        "brightness:[9]",
        "blur:[0.75]",
        "noise:[2.25,948174]"
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    "preprocessingParsed": [
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            "value": "Adaptive Equalization"
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        {
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            "value": "Both"
        },
        {
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            "value": "9%"
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    "source": "ed8M1rL0xlEsSpAWfnmN",
    "split": "train",
    "split.DPEf7D8hDVE92rBWIHKU.13": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-contrast:[\\\"Adaptive Equalization\\\"]\",\n    \"flip:[\\\"both\\\"]\",\n    \"brightness:[9]\",\n    \"blur:[0.75]\",\n    \"noise:[2.25,948174]\"\n]",
    "updated": 1702666372471,
    "updatedDate": "May 8, 55925",
    "updatedTime": "5:14PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "DPEf7D8hDVE92rBWIHKU/13"
    ],
    "width": 1280
}

Annotation Data

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Updated May 8, 55925

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