Dataset Versions

2024-05-29 8:59pm

Generated on May 29, 2024

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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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11204 Total Images

View All Images

Dataset Split

Train Set 88%

9804Images

Valid Set 8%

934Images

Test Set 4%

466Images

Preprocessing

Auto-Orient: Applied

Resize: Fit within 640x480

Augmentations

Outputs per training example: 3

Flip: Horizontal

Crop: 0% Minimum Zoom, 20% Maximum Zoom

Saturation: Between -25% and +25%

Exposure: Between -25% and +25%

Blur: Up to 1.5px

Noise: Up to 0.81% of pixels

Bounding Box: Crop: 0% Minimum Zoom, 20% Maximum Zoom

Bounding Box: Noise: Up to 0.1% of pixels

Similar Projects

Annotations

Group:

person-bicycle-car

CLASSES

LAYERS

person

stair

20240520_160520_mp4-2260.jpg

640x360

0.23MP

Updated May 29, 2024

11:59AM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient	Applied
Crop	Applied Per Bounding Box
Crop	Keep 90% Centered on 69%, 38%
Resize	Fit within 640x480
Noise	Applied Per Bounding Box
Flip	Horizontal
Saturation	-21%
Exposure	-14%
Blur	0.25px
Noise	0.28%

Raw Data

{
    "camera": "Generated by Roboflow",
    "classes": {
        "stair": 4309,
        "person": 5482
    },
    "datasets": [
        "1AuRjxybrzeYK3gT43XR"
    ],
    "destination": "b6871c24cf636ed97a4b7a0314259193",
    "height": 360,
    "id": "6ewgV4ZfxvdrGYSfut6J",
    "label": [],
    "labels": [],
    "name": "20240520_160520_mp4-2260.jpg",
    "numSteps": 10,
    "owner": "CeSMBiDfCxQZQ91LWiY2bFmiC9k1",
    "preprocessing": [
        "auto-orient",
        "crop:[[85,0.786853,0.526479],[84,0.09283,0.860666]]",
        "crop:[90,0.691161,0.376971]",
        "resize:[\"Fit within\",640,480]",
        "noise:[[0.01,749312],[0.01,418338]]",
        "flip:[\"horizontal\"]",
        "saturation:[-21]",
        "exposure:[-14]",
        "blur:[0.25]",
        "noise:[0.28,240675]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Crop",
            "value": "Applied Per Bounding Box"
        },
        {
            "name": "Crop",
            "value": "Keep 90%<br />Centered on 69%, 38%"
        },
        {
            "name": "Resize",
            "value": "Fit within 640x480"
        },
        {
            "name": "Noise",
            "value": "Applied Per Bounding Box"
        },
        {
            "name": "Flip",
            "value": "Horizontal"
        },
        {
            "name": "Saturation",
            "value": "-21%"
        },
        {
            "name": "Exposure",
            "value": "-14%"
        },
        {
            "name": "Blur",
            "value": "0.25px"
        },
        {
            "name": "Noise",
            "value": "0.28%"
        }
    ],
    "source": "6ewgV4ZfxvdrGYSfut6J",
    "split": "train",
    "split.1AuRjxybrzeYK3gT43XR.4": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"crop:[[85,0.786853,0.526479],[84,0.09283,0.860666]]\",\n    \"crop:[90,0.691161,0.376971]\",\n    \"resize:[\\\"Fit within\\\",640,480]\",\n    \"noise:[[0.01,749312],[0.01,418338]]\",\n    \"flip:[\\\"horizontal\\\"]\",\n    \"saturation:[-21]\",\n    \"exposure:[-14]\",\n    \"blur:[0.25]\",\n    \"noise:[0.28,240675]\"\n]",
    "updated": {
        "_seconds": 1716983961,
        "_nanoseconds": 824000000
    },
    "updatedDate": "May 29, 2024",
    "updatedTime": "11:59AM",
    "updatedTimezone": "+00:00",
    "versions": [
        "1AuRjxybrzeYK3gT43XR/4"
    ],
    "width": 640
}

{
    "boxes": [
        {
            "label": "person",
            "x": 464,
            "y": 18,
            "width": 15.5,
            "height": 35.5
        },
        {
            "label": "stair",
            "x": 174,
            "y": 54,
            "width": 347.5,
            "height": 32.5
        }
    ],
    "height": 360,
    "key": "20240520_160520_mp4-2260.jpg",
    "width": 640
}

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