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oilpalm_detection_counting

Object Detection

Dataset Versions

Try Pre-Trained Model

2024-10-25 8:58pm

Generated on Oct 25, 2024

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YOLOv11

TXT annotations and YAML config used with YOLOv11.

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TXT annotations and YAML config used with YOLOv9.

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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.

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PaliGemma JSONL format used for fine-tuning PaliGemma, Google's open multimodal vision model.

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1813 Total Images

View All Images

Dataset Split

Train Set 92%

1674Images

Valid Set 4%

69Images

Test Set 4%

70Images

Preprocessing

Auto-Orient: Applied

Resize: Fit within 640x640

Auto-Adjust Contrast: Using Contrast Stretching

Augmentations

Outputs per training example: 3

Flip: Horizontal, Vertical

Crop: 0% Minimum Zoom, 20% Maximum Zoom

Grayscale: Apply to 10% of images

Hue: Between -15° and +15°

Saturation: Between -15% and +15%

Brightness: Between -10% and +10%

Blur: Up to 1px

Similar Projects

Annotations

Group:

oilpalm-4SqP-8ekE

CLASSES

LAYERS

oilpalm

249

image_23_png.jpg

640x640

0.41MP

Updated Oct 25, 2024

8:58PM

GMT+00:00

Generated by Roboflow

Validation Set

Transforms

Auto-Orient	Applied
Resize	Fit within 640x640
Auto-Adjust Contrast	Contrast Stretching

Raw Data

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    "camera": "Generated by Roboflow",
    "classes": {
        "oilpalm": 106226
    },
    "datasets": [
        "LmBgPCm3UW2WsciTWvaS"
    ],
    "destination": "23ca8d50000d658112478f0e8b808dab",
    "height": 640,
    "id": "RL1pLGTNk0te9CUBeKza",
    "label": [],
    "labels": [],
    "name": "image_23_png.jpg",
    "numSteps": 3,
    "owner": "AAcmMZqIodzBlxG92SXH",
    "preprocessing": [
        "auto-orient",
        "resize:[\"Fit within\",640,640]",
        "auto-contrast:[\"Contrast Stretching\"]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Resize",
            "value": "Fit within 640x640"
        },
        {
            "name": "Auto-Adjust Contrast",
            "value": "Contrast Stretching"
        }
    ],
    "source": "RL1pLGTNk0te9CUBeKza",
    "split": "valid",
    "split.LmBgPCm3UW2WsciTWvaS.1": "valid",
    "split.LmBgPCm3UW2WsciTWvaS.2": "valid",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"resize:[\\\"Fit within\\\",640,640]\",\n    \"auto-contrast:[\\\"Contrast Stretching\\\"]\"\n]",
    "updated": {
        "_seconds": 1729889894,
        "_nanoseconds": 557000000
    },
    "updatedDate": "Oct 25, 2024",
    "updatedTime": "8:58PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "LmBgPCm3UW2WsciTWvaS/1",
        "LmBgPCm3UW2WsciTWvaS/2"
    ],
    "width": 640
}

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    "height": 640,
    "key": "image_23_png.rf.a175731a40143db7341efdebf03eb575.jpg",
    "width": 640
}

oilpalm_detection_counting

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2024-10-25 8:58pm

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Updated Oct 25, 2024

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