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Aquarium Fish Object Detection

Object Detection

Dataset Versions

Try Pre-Trained Model

2023-11-26 9:00am

a year ago

2023-11-26 9:00am

Generated on Nov 26, 2023

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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

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544 Total Images

View All Images

Dataset Split

Train Set 88%

480Images

Valid Set 7%

36Images

Test Set 5%

28Images

Preprocessing

Auto-Orient: Applied

Resize: Stretch to 640x640

Grayscale: Applied

Tile: 2 rows x 2 columns

Augmentations

Outputs per training example: 3

90° Rotate: Clockwise, Counter-Clockwise

Hue: Between -28° and +28°

Noise: Up to 4% of pixels

Similar Projects

Annotations

Group: fish-

goldfish

Attributes

15.jpg

640x640

0.41MP

Updated Sep 30, 55871

11:22AM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient

Applied

Tile

Row: 2 of 2
Column: 1 of 2

Resize

Stretch to 640x640

Grayscale

Applied

Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "datasets": [
        "QA08F0lTzhXMPm3Tq5IL"
    ],
    "destination": "2dca81ed1c9f0f266386c603575ce8de",
    "height": 640,
    "id": "v6wZ9VHcSsTjxAnMCFmD",
    "label": [],
    "labels": [],
    "name": "15.jpg",
    "numSteps": 4,
    "owner": "dimalyTBKLVc2j58BExpwHmk30n2",
    "preprocessing": [
        "auto-orient",
        "tile:[0,1,2,2]",
        "resize:[\"Stretch to\",640,640]",
        "grayscale"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Tile",
            "value": "Row: 2 of 2<br/>Column: 1 of 2"
        },
        {
            "name": "Resize",
            "value": "Stretch to 640x640"
        },
        {
            "name": "Grayscale",
            "value": "Applied"
        }
    ],
    "source": "v6wZ9VHcSsTjxAnMCFmD",
    "split": "train",
    "split.QA08F0lTzhXMPm3Tq5IL.1": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"tile:[0,1,2,2]\",\n    \"resize:[\\\"Stretch to\\\",640,640]\",\n    \"grayscale\"\n]",
    "updated": 1700974812152,
    "updatedDate": "Sep 30, 55871",
    "updatedTime": "11:22AM",
    "updatedTimezone": "+00:00",
    "versions": [
        "QA08F0lTzhXMPm3Tq5IL/1"
    ],
    "width": 640
}

Annotation Data

{
    "boxes": [
        {
            "label": "goldfish",
            "x": 351.5,
            "y": 205.5,
            "width": 577,
            "height": 411
        }
    ],
    "height": 640,
    "key": "15.jpg",
    "width": 640
}

Aquarium Fish Object Detection

Dataset Versions

2023-11-26 9:00am

Popular Download Formats

544 Total Images

Dataset Split

Preprocessing

Augmentations

Similar Projects

Annotations

Attributes

15.jpg

Updated Sep 30, 55871

Generated by Roboflow

Training Set

Transforms

Annotation History

Raw Data

Source Data

Annotation Data