CSV format used with Tensorflow (usually converted before training so you probably want to export as a TFRecord instead unless you need to inspect the human-readable CSV).

RetinaNet Keras CSV

A custom CSV format used by Keras implementation of RetinaNet.

Multiclass Classification

Converts your object detection dataset into a classification dataset CSV.

OpenAI CLIP Classification

Converts your object detection dataset a classification dataset for use with OpenAI CLIP.

Tensorflow TFRecord

TFRecord binary format used for both Tensorflow 1.5 and Tensorflow 2.0 Object Detection models.

Preview

Train/Test Split

Your images are split at upload time. Learn more.

Train
246246

Valid
55

Test
55

Preprocessing Options

Applied to all images in dataset

Auto-Orient

Resize

Stretch to 416x416

Preprocessing can decrease training time and increase inference speed. Learn more on our blog.

Augmentation Output

Save

For each image in your training set, how many augmented versions do you want to generate?

(Starter Plan Max: 3)

Size: 256 images.

Augmentation Options

Randomly applied to images in your training set

Crop

0% Minimum Zoom, 10% Maximum Zoom

Rotation

Between -15° and +15°

Brightness

Between -10% and +10%

Exposure

Between -7% and +7%

Mosaic

Augmentations create new training examples for your model to learn from. Learn more on our blog.

Annotations

Group: mushroom

chanterelle

Unused Classes

CoW

Attributes

chanterelle_10.jpg

416x416

0.17MP

Updated May 28, 53299

7:00PM

GMT+00:00

Generated by Roboflow

Training Set

Train 80%

Valid 10%

Test 10%

Transforms

Auto-Orient

Applied

Crop

Keep 91%
Centered on 56%, 57%

Resize

Stretch to 416x416

Rotation

14°

Brightness

Exposure

-2%

Mosaic

Applied

Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "datasets": [
        "qc3mRx4wklFTCtxeb0mi"
    ],
    "destination": "6323b12f522d5b94930b7d4bc3e15174",
    "height": 416,
    "id": "UXJg8Xi6ulywdlOUhbBS",
    "label": [],
    "labels": [],
    "name": "chanterelle_10.jpg",
    "numSteps": 7,
    "owner": "Un6Oj918VoacT7AE2ql63T5q4ft1",
    "preprocessing": [
        "auto-orient",
        "crop:[91,0.562159,0.568756]",
        "resize:[\"Stretch to\",416,416]",
        "rotate:[14]",
        "brightness:[8]",
        "exposure:[-2]",
        "mosaic:[42,43,[[0.044089,0.869749],[0.194711,0.429763],[0.781582,0.629423],[0.397942,0.429464]]]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Crop",
            "value": "Keep 91%<br />Centered on 56%, 57%"
        },
        {
            "name": "Resize",
            "value": "Stretch to 416x416"
        },
        {
            "name": "Rotation",
            "value": "14°"
        },
        {
            "name": "Brightness",
            "value": "8%"
        },
        {
            "name": "Exposure",
            "value": "-2%"
        },
        {
            "name": "Mosaic",
            "value": "Applied"
        }
    ],
    "source": "UXJg8Xi6ulywdlOUhbBS",
    "split": "train",
    "split.qc3mRx4wklFTCtxeb0mi.2": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"crop:[91,0.562159,0.568756]\",\n    \"resize:[\\\"Stretch to\\\",416,416]\",\n    \"rotate:[14]\",\n    \"brightness:[8]\",\n    \"exposure:[-2]\",\n    \"mosaic:[42,43,[[0.044089,0.869749],[0.194711,0.429763],[0.781582,0.629423],[0.397942,0.429464]]]\"\n]",
    "updated": 1619799620437,
    "updatedDate": "May 28, 53299",
    "updatedTime": "7:00PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "qc3mRx4wklFTCtxeb0mi/2"
    ],
    "width": 416
}

Annotation Data

{
    "boxes": [
        {
            "label": "chanterelle",
            "x": 86.5,
            "y": 78.5,
            "width": 173,
            "height": 157
        },
        {
            "label": "chanterelle",
            "x": 137.5,
            "y": 88.5,
            "width": 71,
            "height": 177
        },
        {
            "label": "chanterelle",
            "x": 269.5,
            "y": 88.5,
            "width": 191,
            "height": 177
        },
        {
            "label": "chanterelle",
            "x": 334,
            "y": 88.5,
            "width": 162,
            "height": 177
        },
        {
            "label": "chanterelle",
            "x": 86.5,
            "y": 296.5,
            "width": 173,
            "height": 237
        },
        {
            "label": "chanterelle",
            "x": 294.5,
            "y": 296.5,
            "width": 241,
            "height": 237
        }
    ],
    "height": 416,
    "key": "chanterelle_10_jpg.rf.2fd5ab39a32ff47df87a43430ba079e4.jpg",
    "width": 416
}

Explore these datasets, models, and more on Roboflow Universe.

Downloads

North American Mushrooms Dataset 416x416augmented

4 years ago

256 images

mushroom

Available Download Formats

Preview

Train/Test Split

Preprocessing Options

Auto-Orient

Resize

Augmentation Output

Augmentation Options

Crop

Rotation

Brightness

Exposure

Mosaic

Annotations

Unused Classes

Attributes

chanterelle_10.jpg

Updated May 28, 53299

Generated by Roboflow

Training Set

Transforms

Annotation History

Raw Data

Source Data

Annotation Data