Dataset Versions

v12

Dataset 05

Generated on Mar 28, 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.

2741 Total Images

View All Images

Dataset Split

Train Set 86%

2353Images

Valid Set 9%

260Images

Test Set 5%

128Images

Preprocessing

Auto-Orient: Applied

Resize: Stretch to 640x640

Modify Classes: 0 remapped, 1 dropped

Augmentations

Outputs per training example: 3

Flip: Horizontal, Vertical

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

Grayscale: Apply to 10% of images

Similar Projects

Annotations

Group:

skin-cancer

ISIC_0000176.jpg

640x640

0.41MP

Updated Jul 26, 55207

5:47PM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient

Applied

Resize

Stretch to 640x640

Modify Classes

Applied

90° Rotate

Applied

Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "datasets": [
        "PtL4s7OUY23Kp2mRb9Fg"
    ],
    "destination": "7fafcb2bbb7105c82d1512b96e19e725",
    "height": 640,
    "id": "dZvAIjYAZlnoTYn69T7K",
    "label": [],
    "labels": [],
    "name": "ISIC_0000176.jpg",
    "numSteps": 4,
    "owner": "AFsLJ8PETSg5LdXgw0IA61uCiUM2",
    "preprocessing": [
        "auto-orient",
        "resize:[\"Stretch to\",640,640]",
        "remap:[\"6b8c8774ceadcf9f6df1a2a44e20b0d5\"]",
        "ninety:[180]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Resize",
            "value": "Stretch to 640x640"
        },
        {
            "name": "Modify Classes",
            "value": "Applied"
        },
        {
            "name": "90° Rotate",
            "value": "Applied"
        }
    ],
    "source": "dZvAIjYAZlnoTYn69T7K",
    "split": "train",
    "split.PtL4s7OUY23Kp2mRb9Fg.12": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"resize:[\\\"Stretch to\\\",640,640]\",\n    \"remap:[\\\"6b8c8774ceadcf9f6df1a2a44e20b0d5\\\"]\",\n    \"ninety:[180]\"\n]",
    "updated": 1680015318441,
    "updatedDate": "Jul 26, 55207",
    "updatedTime": "5:47PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "PtL4s7OUY23Kp2mRb9Fg/12"
    ],
    "width": 640
}

Annotation Data

{
    "boxes": [
        {
            "label": "melanoma",
            "x": 286.5,
            "y": 372,
            "width": 494,
            "height": 362
        }
    ],
    "height": 640,
    "key": "ISIC_0000176.jpg",
    "width": 640
}

Cancer

Dataset Versions

Dataset 05

Popular Download Formats

2741 Total Images

Dataset Split

Preprocessing

Augmentations

Similar Projects

Annotations

Unused Classes

Tags

Attributes

ISIC_0000176.jpg

Updated Jul 26, 55207

Generated by Roboflow

Training Set

Transforms

Annotation History

Raw Data

Source Data

Annotation Data