Edit Project

Densly Packed Object Detection

Object Detection

Dataset Versions

2023-10-20 3:44pm

a year ago

2023-10-20 3:44pm

Generated on Oct 20, 2023

Download Dataset

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

Choose another format.

195 Total Images

View All Images

Dataset Split

Train Set 70%

136Images

Valid Set 20%

39Images

Test Set 10%

20Images

Preprocessing

Auto-Orient: Applied

Resize: Stretch to 416x416

Augmentations

No augmentations were applied.

Similar Projects

Annotations

Group:

Objects

test_40.jpg

416x416

0.17MP

Updated Jan 15, 55771

12:18PM

GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient

Applied

Resize

Stretch to 416x416

Raw Data

Source Data

                            {
    "camera": "Generated by Roboflow",
    "datasets": [
        "IgXIFwFIO2XrT1KP43cC"
    ],
    "destination": "f0156a3f8ea5c01b8b611adcf71f08bd",
    "height": 416,
    "id": "tfo2OVaGsvbGVU33jDgh",
    "label": [],
    "labels": [],
    "name": "test_40.jpg",
    "numSteps": 2,
    "owner": "kRpqJ1kJ5DNeiIJeGxcnuB5gR902",
    "preprocessing": [
        "auto-orient",
        "resize:[\"Stretch to\",416,416]"
    ],
    "preprocessingParsed": [
        {
            "name": "Auto-Orient",
            "value": "Applied"
        },
        {
            "name": "Resize",
            "value": "Stretch to 416x416"
        }
    ],
    "source": "tfo2OVaGsvbGVU33jDgh",
    "split": "train",
    "split.IgXIFwFIO2XrT1KP43cC.1": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"resize:[\\\"Stretch to\\\",416,416]\"\n]",
    "updated": 1697796850686,
    "updatedDate": "Jan 15, 55771",
    "updatedTime": "12:18PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "IgXIFwFIO2XrT1KP43cC/1"
    ],
    "width": 416
}

Annotation Data

{
    "boxes": [
        {
            "label": "0",
            "x": 72.5,
            "y": 162.5,
            "width": 24,
            "height": 30
        },
        {
            "label": "0",
            "x": 49.5,
            "y": 162.5,
            "width": 20.5,
            "height": 31.5
        },
        {
            "label": "0",
            "x": 27.5,
            "y": 163.5,
            "width": 24,
            "height": 32.5
        },
        {
            "label": "0",
            "x": 45,
            "y": 108.5,
            "width": 22.5,
            "height": 36
        },
        {
            "label": "0",
            "x": 14.5,
            "y": 50.5,
            "width": 27,
            "height": 36.5
        },
        {
            "label": "0",
            "x": 179,
            "y": 351,
            "width": 36,
            "height": 17
        },
        {
            "label": "0",
            "x": 143,
            "y": 351.5,
            "width": 34.5,
            "height": 18
        },
        {
            "label": "0",
            "x": 107.5,
            "y": 368.5,
            "width": 36.5,
            "height": 16.5
        },
        {
            "label": "0",
            "x": 8,
            "y": 163,
            "width": 15,
            "height": 31.5
        },
        {
            "label": "0",
            "x": 401.5,
            "y": 110.5,
            "width": 29,
            "height": 17.5
        },
        {
            "label": "0",
            "x": 242.5,
            "y": 113.5,
            "width": 40.5,
            "height": 19
        },
        {
            "label": "0",
            "x": 325,
            "y": 112,
            "width": 42,
            "height": 18
        },
        {
            "label": "0",
            "x": 18,
            "y": 105.5,
            "width": 30.5,
            "height": 40.5
        },
        {
            "label": "0",
            "x": 380,
            "y": 53,
            "width": 41.5,
            "height": 21
        },
        {
            "label": "0",
            "x": 338,
            "y": 53,
            "width": 39,
            "height": 21.5
        },
        {
            "label": "0",
            "x": 298.5,
            "y": 54,
            "width": 38.5,
            "height": 19.5
        },
        {
            "label": "0",
            "x": 297,
            "y": 37.5,
            "width": 39.5,
            "height": 13
        },
        {
            "label": "0",
            "x": 259,
            "y": 53,
            "width": 39,
            "height": 22.5
        },
        {
            "label": "0",
            "x": 225,
            "y": 43.5,
            "width": 26,
            "height": 44.5
        },
        {
            "label": "0",
            "x": 197,
            "y": 43.5,
            "width": 27,
            "height": 44.5
        },
        {
            "label": "0",
            "x": 169.5,
            "y": 44,
            "width": 25.5,
            "height": 44
        },
        {
            "label": "0",
            "x": 143,
            "y": 43.5,
            "width": 26,
            "height": 43
        },
        {
            "label": "0",
            "x": 107.5,
            "y": 351.5,
            "width": 36,
            "height": 16.5
        },
        {
            "label": "0",
            "x": 115,
            "y": 43.5,
            "width": 27.5,
            "height": 45.5
        },
        {
            "label": "0",
            "x": 87,
            "y": 45.5,
            "width": 27,
            "height": 42.5
        },
        {
            "label": "0",
            "x": 64,
            "y": 51.5,
            "width": 17.5,
            "height": 38
        },
        {
            "label": "0",
            "x": 41.5,
            "y": 50,
            "width": 24.5,
            "height": 37.5
        },
        {
            "label": "0",
            "x": 68,
            "y": 108,
            "width": 22,
            "height": 32.5
        },
        {
            "label": "0",
            "x": 91,
            "y": 94,
            "width": 24.5,
            "height": 21
        },
        {
            "label": "0",
            "x": 123.5,
            "y": 93,
            "width": 40,
            "height": 20.5
        },
        {
            "label": "0",
            "x": 163.5,
            "y": 92.5,
            "width": 38.5,
            "height": 21
        },
        {
            "label": "0",
            "x": 202.5,
            "y": 92,
            "width": 38,
            "height": 21.5
        },
        {
            "label": "0",
            "x": 242.5,
            "y": 92,
            "width": 40.5,
            "height": 21.5
        },
        {
            "label": "0",
            "x": 284,
            "y": 91,
            "width": 41.5,
            "height": 21.5
        },
        {
            "label": "0",
            "x": 326,
            "y": 91.5,
            "width": 42,
            "height": 22
        },
        {
            "label": "0",
            "x": 366.5,
            "y": 90.5,
            "width": 39,
            "height": 21.5
        },
        {
            "label": "0",
            "x": 402.5,
            "y": 91,
            "width": 27,
            "height": 21
        },
        {
            "label": "0",
            "x": 92.5,
            "y": 114,
            "width": 26,
            "height": 19.5
        },
        {
            "label": "0",
            "x": 163.5,
            "y": 113,
            "width": 37.5,
            "height": 20
        },
        {
            "label": "0",
            "x": 201.5,
            "y": 113.5,
            "width": 37.5,
            "height": 20.5
        },
        {
            "label": "0",
            "x": 283,
            "y": 113,
            "width": 40.5,
            "height": 21
        },
        {
            "label": "0",
            "x": 366,
            "y": 111.5,
            "width": 40.5,
            "height": 19
        },
        {
            "label": "0",
            "x": 74,
            "y": 356.5,
            "width": 28,
            "height": 35
        },
        {
            "label": "0",
            "x": 125.5,
            "y": 114,
            "width": 38.5,
            "height": 20.5
        },
        {
            "label": "0",
            "x": 20.5,
            "y": 357,
            "width": 26.5,
            "height": 37
        },
        {
            "label": "0",
            "x": 181,
            "y": 198.5,
            "width": 38,
            "height": 18.5
        },
        {
            "label": "0",
            "x": 218,
            "y": 198.5,
            "width": 34.5,
            "height": 18.5
        },
        {
            "label": "0",
            "x": 254.5,
            "y": 198,
            "width": 38,
            "height": 19.5
        },
        {
            "label": "0",
            "x": 293,
            "y": 196.5,
            "width": 37.5,
            "height": 18.5
        },
        {
            "label": "0",
            "x": 332,
            "y": 198,
            "width": 38.5,
            "height": 17.5
        },
        {
            "label": "0",
            "x": 371.5,
            "y": 196,
            "width": 37.5,
            "height": 21
        },
        {
            "label": "0",
            "x": 403.5,
            "y": 196,
            "width": 25,
            "height": 20
        },
        {
            "label": "0",
            "x": 180.5,
            "y": 217.5,
            "width": 36.5,
            "height": 17.5
        },
        {
            "label": "0",
            "x": 218.5,
            "y": 217.5,
            "width": 39,
            "height": 18.5
        },
        {
            "label": "0",
            "x": 142,
            "y": 199,
            "width": 37.5,
            "height": 18
        },
        {
            "label": "0",
            "x": 256,
            "y": 216.5,
            "width": 35.5,
            "height": 18
        },
        {
            "label": "0",
            "x": 331.5,
            "y": 216,
            "width": 39,
            "height": 17.5
        },
        {
            "label": "0",
            "x": 371,
            "y": 215.5,
            "width": 38.5,
            "height": 17.5
        },
        {
            "label": "0",
            "x": 403.5,
            "y": 215,
            "width": 25,
            "height": 16
        },
        {
            "label": "0",
            "x": 16.5,
            "y": 252.5,
            "width": 25.5,
            "height": 39
        },
        {
            "label": "0",
            "x": 42.5,
            "y": 252.5,
            "width": 25,
            "height": 38.5
        },
        {
            "label": "0",
            "x": 68,
            "y": 251.5,
            "width": 27.5,
            "height": 36
        },
        {
            "label": "0",
            "x": 100,
            "y": 244,
            "width": 33.5,
            "height": 19
        },
        {
            "label": "0",
            "x": 135,
            "y": 243,
            "width": 36,
            "height": 20.5
        },
        {
            "label": "0",
            "x": 171.5,
            "y": 244,
            "width": 35.5,
            "height": 17.5
        },
        {
            "label": "0",
            "x": 293,
            "y": 215,
            "width": 36,
            "height": 16.5
        },
        {
            "label": "0",
            "x": 207,
            "y": 244,
            "width": 35.5,
            "height": 17
        },
        {
            "label": "0",
            "x": 46.5,
            "y": 357.5,
            "width": 24,
            "height": 36.5
        },
        {
            "label": "0",
            "x": 105,
            "y": 198.5,
            "width": 36.5,
            "height": 19
        },
        {
            "label": "0",
            "x": 251.5,
            "y": 168,
            "width": 39,
            "height": 18
        },
        {
            "label": "0",
            "x": 214,
            "y": 168,
            "width": 35.5,
            "height": 17.5
        },
        {
            "label": "0",
            "x": 368,
            "y": 146.5,
            "width": 39,
            "height": 18
        },
        {
            "label": "0",
            "x": 329.5,
            "y": 147.5,
            "width": 38,
            "height": 20
        },
        {
            "label": "0",
            "x": 290.5,
            "y": 148,
            "width": 40,
            "height": 18
        },
        {
            "label": "0",
            "x": 251.5,
            "y": 149,
            "width": 37.5,
            "height": 19.5
        },
        {
            "label": "0",
            "x": 213.5,
            "y": 148.5,
            "width": 37.5,
            "height": 19.5
        },
        {
            "label": "0",
            "x": 176.5,
            "y": 169,
            "width": 37,
            "height": 19
        },
        {
            "label": "0",
            "x": 176,
            "y": 150,
            "width": 38,
            "height": 19.5
        },
        {
            "label": "0",
            "x": 107,
            "y": 217,
            "width": 37,
            "height": 17
        },
        {
            "label": "0",
            "x": 139.5,
            "y": 168.5,
            "width": 36.5,
            "height": 18.5
        },
        {
            "label": "0",
            "x": 102,
            "y": 150.5,
            "width": 35,
            "height": 18.5
        },
        {
            "label": "0",
            "x": 102,
            "y": 168,
            "width": 36.5,
            "height": 17.5
        },
        {
            "label": "0",
            "x": 290,
            "y": 167.5,
            "width": 37.5,
            "height": 17
        },
        {
            "label": "0",
            "x": 329,
            "y": 167,
            "width": 39,
            "height": 18.5
        },
        {
            "label": "0",
            "x": 369,
            "y": 166.5,
            "width": 39,
            "height": 18
        },
        {
            "label": "0",
            "x": 403,
            "y": 166,
            "width": 26,
            "height": 18.5
        },
        {
            "label": "0",
            "x": 12,
            "y": 208,
            "width": 22.5,
            "height": 32.5
        },
        {
            "label": "0",
            "x": 33.5,
            "y": 208,
            "width": 19.5,
            "height": 34.5
        },
        {
            "label": "0",
            "x": 54.5,
            "y": 208,
            "width": 22.5,
            "height": 33.5
        },
        {
            "label": "0",
            "x": 138.5,
            "y": 149.5,
            "width": 36,
            "height": 19
        },
        {
            "label": "0",
            "x": 243.5,
            "y": 243,
            "width": 35.5,
            "height": 18.5
        },
        {
            "label": "0",
            "x": 144,
            "y": 217,
            "width": 36.5,
            "height": 17
        },
        {
            "label": "0",
            "x": 76,
            "y": 207.5,
            "width": 19,
            "height": 33.5
        },
        {
            "label": "0",
            "x": 179.5,
            "y": 368.5,
            "width": 36,
            "height": 16
        },
        {
            "label": "0",
            "x": 220,
            "y": 350,
            "width": 35,
            "height": 19
        },
        {
            "label": "0",
            "x": 256,
            "y": 350.5,
            "width": 37.5,
            "height": 17
        },
        {
            "label": "0",
            "x": 219,
            "y": 368.5,
            "width": 35,
            "height": 16.5
        },
        {
            "label": "0",
            "x": 255.5,
            "y": 368.5,
            "width": 36.5,
            "height": 16.5
        },
        {
            "label": "0",
            "x": 292.5,
            "y": 367.5,
            "width": 35.5,
            "height": 17.5
        },
        {
            "label": "0",
            "x": 328,
            "y": 349.5,
            "width": 36,
            "height": 17
        },
        {
            "label": "0",
            "x": 330,
            "y": 367.5,
            "width": 36,
            "height": 17
        },
        {
            "label": "0",
            "x": 400.5,
            "y": 350.5,
            "width": 31,
            "height": 16
        },
        {
            "label": "0",
            "x": 400,
            "y": 367,
            "width": 31.5,
            "height": 15.5
        },
        {
            "label": "0",
            "x": 366.5,
            "y": 367.5,
            "width": 36,
            "height": 15.5
        },
        {
            "label": "0",
            "x": 98.5,
            "y": 287.5,
            "width": 35,
            "height": 18
        },
        {
            "label": "0",
            "x": 135,
            "y": 288,
            "width": 36,
            "height": 18.5
        },
        {
            "label": "0",
            "x": 172,
            "y": 287,
            "width": 36,
            "height": 19.5
        },
        {
            "label": "0",
            "x": 143.5,
            "y": 369,
            "width": 34.5,
            "height": 14.5
        },
        {
            "label": "0",
            "x": 208,
            "y": 289,
            "width": 34,
            "height": 17.5
        },
        {
            "label": "0",
            "x": 280,
            "y": 289,
            "width": 34.5,
            "height": 18
        },
        {
            "label": "0",
            "x": 316.5,
            "y": 288,
            "width": 36,
            "height": 18
        },
        {
            "label": "0",
            "x": 352.5,
            "y": 288.5,
            "width": 36,
            "height": 18.5
        },
        {
            "label": "0",
            "x": 391,
            "y": 287.5,
            "width": 38.5,
            "height": 19
        },
        {
            "label": "0",
            "x": 99.5,
            "y": 305.5,
            "width": 35,
            "height": 15.5
        },
        {
            "label": "0",
            "x": 135.5,
            "y": 306.5,
            "width": 35.5,
            "height": 16
        },
        {
            "label": "0",
            "x": 172,
            "y": 305,
            "width": 36,
            "height": 15.5
        },
        {
            "label": "0",
            "x": 208.5,
            "y": 306.5,
            "width": 35,
            "height": 16
        },
        {
            "label": "0",
            "x": 245,
            "y": 306,
            "width": 36,
            "height": 16
        },
        {
            "label": "0",
            "x": 280.5,
            "y": 306,
            "width": 35.5,
            "height": 16.5
        },
        {
            "label": "0",
            "x": 316.5,
            "y": 305.5,
            "width": 35.5,
            "height": 16.5
        },
        {
            "label": "0",
            "x": 353,
            "y": 306.5,
            "width": 36.5,
            "height": 15.5
        },
        {
            "label": "0",
            "x": 391,
            "y": 306,
            "width": 37.5,
            "height": 16
        },
        {
            "label": "0",
            "x": 280.5,
            "y": 244,
            "width": 36,
            "height": 17
        },
        {
            "label": "0",
            "x": 243.5,
            "y": 288,
            "width": 35.5,
            "height": 19.5
        },
        {
            "label": "0",
            "x": 68,
            "y": 296.5,
            "width": 23,
            "height": 36.5
        },
        {
            "label": "0",
            "x": 366,
            "y": 351,
            "width": 37.5,
            "height": 16
        },
        {
            "label": "0",
            "x": 172.5,
            "y": 261.5,
            "width": 35,
            "height": 17
        },
        {
            "label": "0",
            "x": 318.5,
            "y": 244,
            "width": 37,
            "height": 19
        },
        {
            "label": "0",
            "x": 356.5,
            "y": 244.5,
            "width": 37,
            "height": 18
        },
        {
            "label": "0",
            "x": 395.5,
            "y": 243.5,
            "width": 41,
            "height": 17
        },
        {
            "label": "0",
            "x": 100.5,
            "y": 262,
            "width": 36,
            "height": 16.5
        },
        {
            "label": "0",
            "x": 136.5,
            "y": 262,
            "width": 35.5,
            "height": 17.5
        },
        {
            "label": "0",
            "x": 208.5,
            "y": 261.5,
            "width": 36.5,
            "height": 17
        },
        {
            "label": "0",
            "x": 43,
            "y": 297,
            "width": 27,
            "height": 34.5
        },
        {
            "label": "0",
            "x": 280.5,
            "y": 262,
            "width": 37,
            "height": 18
        },
        {
            "label": "0",
            "x": 318,
            "y": 262,
            "width": 36,
            "height": 17.5
        },
        {
            "label": "0",
            "x": 356,
            "y": 262.5,
            "width": 38,
            "height": 17.5
        },
        {
            "label": "0",
            "x": 396,
            "y": 261.5,
            "width": 39,
            "height": 17
        },
        {
            "label": "0",
            "x": 14.5,
            "y": 297,
            "width": 28,
            "height": 35
        },
        {
            "label": "0",
            "x": 244.5,
            "y": 261.5,
            "width": 35,
            "height": 17
        }
    ],
    "height": 416,
    "key": "test_40.jpg",
    "width": 416
}

Densly Packed Object Detection

Dataset Versions

2023-10-20 3:44pm

Popular Download Formats

195 Total Images

Dataset Split

Preprocessing

Augmentations

Similar Projects

Annotations

Tags

Attributes

test_40.jpg

Updated Jan 15, 55771

Generated by Roboflow

Training Set

Transforms

Annotation History

Raw Data

Source Data

Annotation Data