Single Particle Detection

Object Detection

Dataset Versions

Try Pre-Trained Model

2025-02-10 10:33am

2025-02-10 1:01am

2024-01-15 3:46pm

2024-01-15 1:29pm

2024-01-14 11:37am

2023-12-26 8:20am

2023-12-26 8:06am

2023-12-26 8:34am

2023-12-14 7:27am

2023-12-13 2:36pm

2023-12-13 12:41am

2023-12-11 4:44pm

v7

2023-12-26 8:20am

Generated on Dec 26, 2023

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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.

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.

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119 Total Images

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Annotation Visualization

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Dataset Split

Train Set 91%

108Images

Valid Set 7%

8Images

Test Set 3%

3Images

Preprocessing

Auto-Orient: Applied

Resize: Stretch to 1440x1440

Augmentations

Outputs per training example: 3

Flip: Horizontal, Vertical

90° Rotate: Clockwise, Counter-Clockwise

Grayscale: Apply to 58% of images

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Single Particle Detection

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1 / 13

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train

Labels

Attributes

Raw Data

Annotations

Group:

Single-Particles

Classes

Layers

particle

47

Tags

No Tags Applied

Type and select tags below to add them to the image.

Attributes

Result-of-direct0059.png

1440x1440

2.07MP

Updated Feb 24, 55954

5:33PM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient	Applied
Resize	Stretch to 1440x1440
Flip	Both
90° Rotate	Applied

Annotation History

Loading...

Raw Data

Source Data

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    "camera": "Generated by Roboflow",
    "classes": {
        "particle": 2044
    },
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    "height": 1440,
    "id": "lrO3jnU0nenumxF1HXAg",
    "label": [],
    "labels": [],
    "name": "Result-of-direct0059.png",
    "numSteps": 4,
    "owner": "s2Xf16ZdSzRZT30uNOdoQtan2rP2",
    "preprocessing": [
        "auto-orient",
        "resize:[\"Stretch to\",1440,1440]",
        "flip:[\"both\"]",
        "ninety:[-90]"
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    "preprocessingParsed": [
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            "name": "Auto-Orient",
            "value": "Applied"
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        {
            "name": "Resize",
            "value": "Stretch to 1440x1440"
        },
        {
            "name": "Flip",
            "value": "Both"
        },
        {
            "name": "90° Rotate",
            "value": "Applied"
        }
    ],
    "source": "lrO3jnU0nenumxF1HXAg",
    "split": "train",
    "split.TjvqRiybz9h7Ko7568Lq.7": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"resize:[\\\"Stretch to\\\",1440,1440]\",\n    \"flip:[\\\"both\\\"]\",\n    \"ninety:[-90]\"\n]",
    "updated": 1703575215225,
    "updatedDate": "Feb 24, 55954",
    "updatedTime": "5:33PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "TjvqRiybz9h7Ko7568Lq/7"
    ],
    "width": 1440
}

Annotation Data

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    ],
    "height": 1440,
    "key": "Result of direct0059.png",
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}

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