Dataset Versions

v12

DefectsOnly

Generated on Apr 8, 2023

Download Dataset

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.

Other Formats

Choose another format.

370 Total Images

View All Images

Dataset Split

Train Set 97%

360Images

Valid Set 3%

10Images

Test Set %

0Images

Preprocessing

Auto-Orient: Applied

Modify Classes: 16 remapped, 16 dropped

Filter Null: Do not filter any null images.

Augmentations

Outputs per training example: 3

Flip: Horizontal, Vertical

Saturation: Between -25% and +25%

Brightness: Between -14% and +14%

Bounding Box: Flip: Horizontal, Vertical

Bounding Box: Brightness: Between -15% and +15%

Similar Projects

Annotations

Group:

Cacao-Beans-Quality

2022-11-08_22-44-01.jpg

1920x1080

2.07MP

Updated Dec 3, 55236

9:02AM

GMT+00:00

Generated by Roboflow

Validation Set

Transforms

Auto-Orient

Applied

Modify Classes

Applied

Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "datasets": [
        "5pnznvkxqZEegZzszryY"
    ],
    "destination": "53d8bf18b2c21e6499cd7d5ecf4abe14",
    "height": 1080,
    "id": "4RYBLPD6pIWYBMtH4CNy",
    "label": [],
    "labels": [],
    "name": "2022-11-08_22-44-01.jpg",
    "numSteps": 2,
    "owner": "Q4nKq1kuK61kulTfGvDA",
    "preprocessing": [
        "auto-orient",
        "remap:[\"20716ac7db97093b3a6c0b36f539af84\"]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Modify Classes",
            "value": "Applied"
        }
    ],
    "source": "4RYBLPD6pIWYBMtH4CNy",
    "split": "valid",
    "split.5pnznvkxqZEegZzszryY.12": "valid",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"remap:[\\\"20716ac7db97093b3a6c0b36f539af84\\\"]\"\n]",
    "updated": 1680941754140,
    "updatedDate": "Dec 3, 55236",
    "updatedTime": "9:02AM",
    "updatedTimezone": "+00:00",
    "versions": [
        "5pnznvkxqZEegZzszryY/12"
    ],
    "width": 1920
}

Annotation Data

{
    "boxes": [
        {
            "label": "Mouldy",
            "x": 116.09,
            "y": 256.76,
            "width": 134.83999999999997,
            "height": 76.48000000000002
        },
        {
            "label": "Mouldy",
            "x": 491.59,
            "y": 583.36,
            "width": 146.55000000000007,
            "height": 69.00999999999999
        },
        {
            "label": "Mouldy",
            "x": 855.27,
            "y": 677.04,
            "width": 174.33999999999992,
            "height": 115.09999999999991
        },
        {
            "label": "Germinated",
            "x": 1070.5,
            "y": 275.57,
            "width": 128.98000000000002,
            "height": 80.03999999999999
        },
        {
            "label": "Germinated",
            "x": 1050.04,
            "y": 584.13,
            "width": 158.57000000000005,
            "height": 104.12000000000012
        },
        {
            "label": "Mouldy",
            "x": 1039.13,
            "y": 679.18,
            "width": 175.4899999999999,
            "height": 109.12999999999988
        },
        {
            "label": "Germinated",
            "x": 1408.22,
            "y": 273.3,
            "width": 193.4699999999998,
            "height": 107.82000000000002
        }
    ],
    "height": 1080,
    "key": "2022-11-08_22-44-01.jpg",
    "width": 1920
}

CAQAO