TACO: Trash Annotations in Context Dataset

Instance Segmentation

Dataset Versions

v15

resize640-aug3x

Generated on May 17, 2023

Dataset Split

Train Set 87%
3147Images
Valid Set 8%
299Images
Test Set 4%
151Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 15% Maximum Zoom
Rotation: Between -8° and +8°
Shear: ±3° Horizontal, ±3° Vertical
Grayscale: Apply to 5% of images
Hue: Between -15° and +15°
Saturation: Between -20% and +20%
Brightness: Between -20% and +20%
Exposure: Between -10% and +10%
Blur: Up to 0.75px
Cutout: 5 boxes with 2% size each

Similar Projects

See More
TACO: Trash Annotations in Context Dataset
Annotate
Show/hide annotations(H)
train
Labels
Attributes
Raw Data

Annotations

Group: trash
 
Normal paper
1
 
Other plastic container
1
 
Other plastic wrapper
7
 
Plastic film
12
 
Plastic lid
1
 
Plastic straw
2
 
Styrofoam piece
5
 
Unlabeled litter
7

Unused Classes

Aerosol
Aluminium blister pack
Aluminium foil
Battery
Broken glass
Carded blister pack
Cigarette
Clear plastic bottle
Corrugated carton
Crisp packet
Disposable food container
Disposable plastic cup
Drink can
Drink carton
Egg carton
Foam cup
Foam food container
Food Can
Food waste
Garbage bag
Glass bottle
Glass cup
Glass jar
Magazine paper
Meal carton
Metal bottle cap
Metal lid
Other carton
Other plastic
Other plastic bottle
Other plastic cup
Paper bag
Paper cup
Paper straw
Pizza box
Plastic bottle cap
Plastic glooves
Plastic utensils
Polypropylene bag
Pop tab
Rope & strings
Scrap metal
Shoe
Single-use carrier bag
Six pack rings
Spread tub
Squeezable tube
Tissues
Toilet tube
Tupperware
Wrapping paper

Attributes

000062.jpg

640x640
0.41MP

Updated Dec 24, 55342

9:35PM
GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient Applied
Crop Keep 88%
Centered on 10%, 32%
Resize Stretch to 640x640
Flip Both
90° Rotate Applied
Rotation
Shear X: 0°
Y: -3°
Hue
Saturation 12%
Brightness -1%
Exposure 6%
Blur 0.5px
Cutout Applied

Annotation History

Loading...

Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "datasets": [
        "C81DPW344cTH8hw4toez"
    ],
    "destination": "b4f99ab6f9f33dac9e7bded605014d7b",
    "height": 640,
    "id": "OdxAMTU3iBmZFWy4mIHQ",
    "label": [],
    "labels": [],
    "name": "000062.jpg",
    "numSteps": 13,
    "owner": "arRagmpkRzqLfrKDYQ18",
    "preprocessing": [
        "auto-orient",
        "crop:[88,0.103301,0.318628]",
        "resize:[\"Stretch to\",640,640]",
        "flip:[\"both\"]",
        "ninety:[-90]",
        "rotate:[6]",
        "shear:[0,-3]",
        "hue:[6]",
        "saturation:[12]",
        "brightness:[-1]",
        "exposure:[6]",
        "blur:[0.5]",
        "cutout:[{\"masks\":[[2,0.22775390718591093,0.9911189468530419],[2,0.84449554969492,0.4873565851199888],[2,0.23740751678512484,0.2006460965357164],[2,0.005949026961048043,0.5775496517348473],[2,0.7678388761395707,0.4646724619664171]]}]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Crop",
            "value": "Keep 88%<br />Centered on 10%, 32%"
        },
        {
            "name": "Resize",
            "value": "Stretch to 640x640"
        },
        {
            "name": "Flip",
            "value": "Both"
        },
        {
            "name": "90° Rotate",
            "value": "Applied"
        },
        {
            "name": "Rotation",
            "value": "6°"
        },
        {
            "name": "Shear",
            "value": "X: 0°<br/>Y: -3°"
        },
        {
            "name": "Hue",
            "value": "6°"
        },
        {
            "name": "Saturation",
            "value": "12%"
        },
        {
            "name": "Brightness",
            "value": "-1%"
        },
        {
            "name": "Exposure",
            "value": "6%"
        },
        {
            "name": "Blur",
            "value": "0.5px"
        },
        {
            "name": "Cutout",
            "value": "Applied"
        }
    ],
    "source": "OdxAMTU3iBmZFWy4mIHQ",
    "split": "train",
    "split.C81DPW344cTH8hw4toez.15": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"crop:[88,0.103301,0.318628]\",\n    \"resize:[\\\"Stretch to\\\",640,640]\",\n    \"flip:[\\\"both\\\"]\",\n    \"ninety:[-90]\",\n    \"rotate:[6]\",\n    \"shear:[0,-3]\",\n    \"hue:[6]\",\n    \"saturation:[12]\",\n    \"brightness:[-1]\",\n    \"exposure:[6]\",\n    \"blur:[0.5]\",\n    \"cutout:[{\\\"masks\\\":[[2,0.22775390718591093,0.9911189468530419],[2,0.84449554969492,0.4873565851199888],[2,0.23740751678512484,0.2006460965357164],[2,0.005949026961048043,0.5775496517348473],[2,0.7678388761395707,0.4646724619664171]]}]\"\n]",
    "updated": 1684288589741,
    "updatedDate": "Dec 24, 55342",
    "updatedTime": "9:35PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "C81DPW344cTH8hw4toez/15"
    ],
    "width": 640
}
                            
                            

Annotation Data

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                [
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            ]
        },
        {
            "type": "polygon",
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        },
        {
            "type": "polygon",
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