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_100.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": "a9174d3c23c986a97a08ca6f4e8f0e18",
    "height": 416,
    "id": "st1u79btAaGL9qOKfIi3",
    "label": [],
    "labels": [],
    "name": "test_100.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": "st1u79btAaGL9qOKfIi3",
    "split": "train",
    "split.IgXIFwFIO2XrT1KP43cC.1": "train",
    "status": "generated",
    "transforms": "[\n    \"auto-orient\",\n    \"resize:[\\\"Stretch to\\\",416,416]\"\n]",
    "updated": 1697796850688,
    "updatedDate": "Jan 15, 55771",
    "updatedTime": "12:18PM",
    "updatedTimezone": "+00:00",
    "versions": [
        "IgXIFwFIO2XrT1KP43cC/1"
    ],
    "width": 416
}

Annotation Data

{
    "boxes": [
        {
            "label": "0",
            "x": 52.5,
            "y": 107.5,
            "width": 33.5,
            "height": 14
        },
        {
            "label": "0",
            "x": 25,
            "y": 210.5,
            "width": 35,
            "height": 14.5
        },
        {
            "label": "0",
            "x": 62,
            "y": 209,
            "width": 35,
            "height": 13.5
        },
        {
            "label": "0",
            "x": 99.5,
            "y": 209,
            "width": 35.5,
            "height": 14.5
        },
        {
            "label": "0",
            "x": 99.5,
            "y": 194.5,
            "width": 36.5,
            "height": 13.5
        },
        {
            "label": "0",
            "x": 62,
            "y": 194,
            "width": 37,
            "height": 14
        },
        {
            "label": "0",
            "x": 25,
            "y": 195,
            "width": 34,
            "height": 13.5
        },
        {
            "label": "0",
            "x": 399,
            "y": 152,
            "width": 34,
            "height": 40
        },
        {
            "label": "0",
            "x": 361,
            "y": 153,
            "width": 41,
            "height": 39.5
        },
        {
            "label": "0",
            "x": 319.5,
            "y": 153.5,
            "width": 40.5,
            "height": 38.5
        },
        {
            "label": "0",
            "x": 276,
            "y": 154,
            "width": 41.5,
            "height": 37.5
        },
        {
            "label": "0",
            "x": 236,
            "y": 160.5,
            "width": 32.5,
            "height": 13
        },
        {
            "label": "0",
            "x": 236.5,
            "y": 147,
            "width": 34,
            "height": 12.5
        },
        {
            "label": "0",
            "x": 200.5,
            "y": 160.5,
            "width": 33,
            "height": 12.5
        },
        {
            "label": "0",
            "x": 170.5,
            "y": 160.5,
            "width": 23,
            "height": 11.5
        },
        {
            "label": "0",
            "x": 171,
            "y": 148.5,
            "width": 24.5,
            "height": 11.5
        },
        {
            "label": "0",
            "x": 135,
            "y": 197,
            "width": 32.5,
            "height": 11.5
        },
        {
            "label": "0",
            "x": 168.5,
            "y": 196.5,
            "width": 33,
            "height": 11
        },
        {
            "label": "0",
            "x": 134.5,
            "y": 210,
            "width": 32.5,
            "height": 13
        },
        {
            "label": "0",
            "x": 167.5,
            "y": 210,
            "width": 32,
            "height": 11.5
        },
        {
            "label": "0",
            "x": 125.5,
            "y": 253,
            "width": 23.5,
            "height": 10.5
        },
        {
            "label": "0",
            "x": 99.5,
            "y": 264,
            "width": 24,
            "height": 11.5
        },
        {
            "label": "0",
            "x": 99.5,
            "y": 252,
            "width": 24,
            "height": 11.5
        },
        {
            "label": "0",
            "x": 75.5,
            "y": 264.5,
            "width": 23,
            "height": 11.5
        },
        {
            "label": "0",
            "x": 46.5,
            "y": 264.5,
            "width": 33,
            "height": 11.5
        },
        {
            "label": "0",
            "x": 74.5,
            "y": 252,
            "width": 23,
            "height": 11.5
        },
        {
            "label": "0",
            "x": 46,
            "y": 252.5,
            "width": 32.5,
            "height": 10.5
        },
        {
            "label": "0",
            "x": 145.5,
            "y": 161,
            "width": 22.5,
            "height": 11.5
        },
        {
            "label": "0",
            "x": 15.5,
            "y": 265,
            "width": 28,
            "height": 10
        },
        {
            "label": "0",
            "x": 370.5,
            "y": 202,
            "width": 50.5,
            "height": 27
        },
        {
            "label": "0",
            "x": 321,
            "y": 201,
            "width": 47.5,
            "height": 28.5
        },
        {
            "label": "0",
            "x": 274.5,
            "y": 202.5,
            "width": 42,
            "height": 26
        },
        {
            "label": "0",
            "x": 236.5,
            "y": 209.5,
            "width": 32.5,
            "height": 13
        },
        {
            "label": "0",
            "x": 235,
            "y": 196,
            "width": 32.5,
            "height": 11.5
        },
        {
            "label": "0",
            "x": 201.5,
            "y": 209.5,
            "width": 32.5,
            "height": 12
        },
        {
            "label": "0",
            "x": 202,
            "y": 196.5,
            "width": 32,
            "height": 11.5
        },
        {
            "label": "0",
            "x": 14.5,
            "y": 254,
            "width": 29,
            "height": 10.5
        },
        {
            "label": "0",
            "x": 125.5,
            "y": 264.5,
            "width": 23.5,
            "height": 10.5
        },
        {
            "label": "0",
            "x": 147,
            "y": 148,
            "width": 23,
            "height": 12.5
        },
        {
            "label": "0",
            "x": 122.5,
            "y": 148,
            "width": 24.5,
            "height": 11.5
        },
        {
            "label": "0",
            "x": 109.5,
            "y": 107.5,
            "width": 26,
            "height": 14
        },
        {
            "label": "0",
            "x": 83,
            "y": 107.5,
            "width": 26,
            "height": 13.5
        },
        {
            "label": "0",
            "x": 109.5,
            "y": 93.5,
            "width": 25.5,
            "height": 13.5
        },
        {
            "label": "0",
            "x": 82.5,
            "y": 93.5,
            "width": 25.5,
            "height": 14
        },
        {
            "label": "0",
            "x": 51,
            "y": 93.5,
            "width": 37,
            "height": 12
        },
        {
            "label": "0",
            "x": 17,
            "y": 107.5,
            "width": 34,
            "height": 13.5
        },
        {
            "label": "0",
            "x": 15.5,
            "y": 94,
            "width": 31,
            "height": 13
        },
        {
            "label": "0",
            "x": 387,
            "y": 43.5,
            "width": 33.5,
            "height": 21
        },
        {
            "label": "0",
            "x": 351.5,
            "y": 43,
            "width": 34,
            "height": 21
        },
        {
            "label": "0",
            "x": 313.5,
            "y": 41.5,
            "width": 39.5,
            "height": 23.5
        },
        {
            "label": "0",
            "x": 231,
            "y": 39.5,
            "width": 48.5,
            "height": 26.5
        },
        {
            "label": "0",
            "x": 182.5,
            "y": 38.5,
            "width": 47,
            "height": 27.5
        },
        {
            "label": "0",
            "x": 138,
            "y": 40.5,
            "width": 39.5,
            "height": 23
        },
        {
            "label": "0",
            "x": 98,
            "y": 41,
            "width": 39.5,
            "height": 23
        },
        {
            "label": "0",
            "x": 53.5,
            "y": 38.5,
            "width": 49.5,
            "height": 26
        },
        {
            "label": "0",
            "x": 136.5,
            "y": 96,
            "width": 24.5,
            "height": 11
        },
        {
            "label": "0",
            "x": 163,
            "y": 96,
            "width": 25,
            "height": 10.5
        },
        {
            "label": "0",
            "x": 163.5,
            "y": 109,
            "width": 25,
            "height": 12.5
        },
        {
            "label": "0",
            "x": 137,
            "y": 108.5,
            "width": 25.5,
            "height": 12
        },
        {
            "label": "0",
            "x": 90.5,
            "y": 159.5,
            "width": 35,
            "height": 15
        },
        {
            "label": "0",
            "x": 91,
            "y": 144,
            "width": 36,
            "height": 15
        },
        {
            "label": "0",
            "x": 53.5,
            "y": 158.5,
            "width": 35.5,
            "height": 16.5
        },
        {
            "label": "0",
            "x": 54.5,
            "y": 143,
            "width": 35.5,
            "height": 13.5
        },
        {
            "label": "0",
            "x": 17.5,
            "y": 157.5,
            "width": 34.5,
            "height": 19.5
        },
        {
            "label": "0",
            "x": 17.5,
            "y": 138,
            "width": 35,
            "height": 16
        },
        {
            "label": "0",
            "x": 378.5,
            "y": 92,
            "width": 48.5,
            "height": 44.5
        },
        {
            "label": "0",
            "x": 121,
            "y": 160,
            "width": 24.5,
            "height": 12
        },
        {
            "label": "0",
            "x": 327.5,
            "y": 92,
            "width": 47.5,
            "height": 44.5
        },
        {
            "label": "0",
            "x": 243,
            "y": 108,
            "width": 23,
            "height": 12.5
        },
        {
            "label": "0",
            "x": 242.5,
            "y": 94.5,
            "width": 23.5,
            "height": 12
        },
        {
            "label": "0",
            "x": 242.5,
            "y": 83,
            "width": 24.5,
            "height": 11.5
        },
        {
            "label": "0",
            "x": 216,
            "y": 108,
            "width": 25.5,
            "height": 13
        },
        {
            "label": "0",
            "x": 215.5,
            "y": 93.5,
            "width": 25.5,
            "height": 13.5
        },
        {
            "label": "0",
            "x": 190,
            "y": 107.5,
            "width": 24.5,
            "height": 14
        },
        {
            "label": "0",
            "x": 188.5,
            "y": 93,
            "width": 25,
            "height": 13
        },
        {
            "label": "0",
            "x": 278,
            "y": 93,
            "width": 44,
            "height": 44
        },
        {
            "label": "0",
            "x": 150,
            "y": 250.5,
            "width": 23.5,
            "height": 10.5
        },
        {
            "label": "0",
            "x": 201.5,
            "y": 147,
            "width": 33.5,
            "height": 11.5
        },
        {
            "label": "0",
            "x": 293.5,
            "y": 386.5,
            "width": 43,
            "height": 25
        },
        {
            "label": "0",
            "x": 23.5,
            "y": 388,
            "width": 19,
            "height": 31.5
        },
        {
            "label": "0",
            "x": 396.5,
            "y": 348,
            "width": 39,
            "height": 24.5
        },
        {
            "label": "0",
            "x": 357,
            "y": 351,
            "width": 38.5,
            "height": 17.5
        },
        {
            "label": "0",
            "x": 309.5,
            "y": 350.5,
            "width": 53.5,
            "height": 20
        },
        {
            "label": "0",
            "x": 264.5,
            "y": 343,
            "width": 33,
            "height": 35.5
        },
        {
            "label": "0",
            "x": 238.5,
            "y": 347,
            "width": 18,
            "height": 28.5
        },
        {
            "label": "0",
            "x": 202,
            "y": 347,
            "width": 17,
            "height": 30
        },
        {
            "label": "0",
            "x": 184.5,
            "y": 347,
            "width": 17,
            "height": 28
        },
        {
            "label": "0",
            "x": 167.5,
            "y": 347,
            "width": 16,
            "height": 27.5
        },
        {
            "label": "0",
            "x": 148,
            "y": 346,
            "width": 19,
            "height": 31
        },
        {
            "label": "0",
            "x": 128,
            "y": 345.5,
            "width": 18.5,
            "height": 31.5
        },
        {
            "label": "0",
            "x": 109,
            "y": 346,
            "width": 18.5,
            "height": 32
        },
        {
            "label": "0",
            "x": 89.5,
            "y": 346,
            "width": 19.5,
            "height": 31
        },
        {
            "label": "0",
            "x": 67.5,
            "y": 343,
            "width": 23,
            "height": 36.5
        },
        {
            "label": "0",
            "x": 43,
            "y": 343.5,
            "width": 22.5,
            "height": 36
        },
        {
            "label": "0",
            "x": 17,
            "y": 358.5,
            "width": 22.5,
            "height": 10.5
        },
        {
            "label": "0",
            "x": 15.5,
            "y": 348.5,
            "width": 22,
            "height": 8.5
        },
        {
            "label": "0",
            "x": 43,
            "y": 387,
            "width": 18,
            "height": 32.5
        },
        {
            "label": "0",
            "x": 61.5,
            "y": 386.5,
            "width": 16.5,
            "height": 33
        },
        {
            "label": "0",
            "x": 82.5,
            "y": 388.5,
            "width": 25.5,
            "height": 10
        },
        {
            "label": "0",
            "x": 109.5,
            "y": 388,
            "width": 25,
            "height": 9.5
        },
        {
            "label": "0",
            "x": 395,
            "y": 386.5,
            "width": 42,
            "height": 25.5
        },
        {
            "label": "0",
            "x": 345,
            "y": 387,
            "width": 55,
            "height": 26
        },
        {
            "label": "0",
            "x": 149.5,
            "y": 263,
            "width": 23.5,
            "height": 12
        },
        {
            "label": "0",
            "x": 258.5,
            "y": 396.5,
            "width": 21.5,
            "height": 8
        },
        {
            "label": "0",
            "x": 259.5,
            "y": 387.5,
            "width": 22,
            "height": 9
        },
        {
            "label": "0",
            "x": 236.5,
            "y": 396,
            "width": 19.5,
            "height": 8.5
        },
        {
            "label": "0",
            "x": 237,
            "y": 387,
            "width": 20.5,
            "height": 8.5
        },
        {
            "label": "0",
            "x": 212,
            "y": 396,
            "width": 26.5,
            "height": 9
        },
        {
            "label": "0",
            "x": 409,
            "y": 302,
            "width": 13.5,
            "height": 26
        },
        {
            "label": "0",
            "x": 212,
            "y": 384.5,
            "width": 26.5,
            "height": 10
        },
        {
            "label": "0",
            "x": 186.5,
            "y": 389.5,
            "width": 22.5,
            "height": 7.5
        },
        {
            "label": "0",
            "x": 163.5,
            "y": 397.5,
            "width": 23,
            "height": 8.5
        },
        {
            "label": "0",
            "x": 163,
            "y": 390,
            "width": 21.5,
            "height": 6.5
        },
        {
            "label": "0",
            "x": 163.5,
            "y": 381.5,
            "width": 23,
            "height": 7
        },
        {
            "label": "0",
            "x": 137.5,
            "y": 398,
            "width": 27,
            "height": 10.5
        },
        {
            "label": "0",
            "x": 137.5,
            "y": 387,
            "width": 27,
            "height": 10.5
        },
        {
            "label": "0",
            "x": 83.5,
            "y": 399,
            "width": 25.5,
            "height": 9.5
        },
        {
            "label": "0",
            "x": 110,
            "y": 398.5,
            "width": 25,
            "height": 10.5
        },
        {
            "label": "0",
            "x": 187,
            "y": 398,
            "width": 23,
            "height": 7.5
        },
        {
            "label": "0",
            "x": 384.5,
            "y": 307.5,
            "width": 33.5,
            "height": 12.5
        },
        {
            "label": "0",
            "x": 219.5,
            "y": 347,
            "width": 16.5,
            "height": 27.5
        },
        {
            "label": "0",
            "x": 7,
            "y": 302,
            "width": 14,
            "height": 7.5
        },
        {
            "label": "0",
            "x": 51,
            "y": 300,
            "width": 22,
            "height": 9.5
        },
        {
            "label": "0",
            "x": 50.5,
            "y": 289.5,
            "width": 22.5,
            "height": 8.5
        },
        {
            "label": "0",
            "x": 27.5,
            "y": 311,
            "width": 23,
            "height": 9
        },
        {
            "label": "0",
            "x": 26.5,
            "y": 300,
            "width": 22.5,
            "height": 10
        },
        {
            "label": "0",
            "x": 7.5,
            "y": 311,
            "width": 15,
            "height": 8
        },
        {
            "label": "0",
            "x": 7,
            "y": 292.5,
            "width": 14,
            "height": 8.5
        },
        {
            "label": "0",
            "x": 402,
            "y": 248.5,
            "width": 27.5,
            "height": 28.5
        },
        {
            "label": "0",
            "x": 52.5,
            "y": 310,
            "width": 22.5,
            "height": 9
        },
        {
            "label": "0",
            "x": 364,
            "y": 249,
            "width": 46,
            "height": 26.5
        },
        {
            "label": "0",
            "x": 304.5,
            "y": 245.5,
            "width": 24,
            "height": 35
        },
        {
            "label": "0",
            "x": 272,
            "y": 245.5,
            "width": 40.5,
            "height": 35
        },
        {
            "label": "0",
            "x": 240.5,
            "y": 252,
            "width": 19.5,
            "height": 32.5
        },
        {
            "label": "0",
            "x": 219,
            "y": 251.5,
            "width": 22,
            "height": 34.5
        },
        {
            "label": "0",
            "x": 197,
            "y": 250.5,
            "width": 22,
            "height": 33
        },
        {
            "label": "0",
            "x": 174,
            "y": 262.5,
            "width": 23,
            "height": 11.5
        },
        {
            "label": "0",
            "x": 174,
            "y": 250.5,
            "width": 23,
            "height": 11.5
        },
        {
            "label": "0",
            "x": 329,
            "y": 245.5,
            "width": 23,
            "height": 34
        },
        {
            "label": "0",
            "x": 100,
            "y": 297.5,
            "width": 25,
            "height": 10.5
        },
        {
            "label": "0",
            "x": 75,
            "y": 298.5,
            "width": 22,
            "height": 10
        },
        {
            "label": "0",
            "x": 101,
            "y": 309,
            "width": 24,
            "height": 11
        },
        {
            "label": "0",
            "x": 348.5,
            "y": 295,
            "width": 37.5,
            "height": 39
        },
        {
            "label": "0",
            "x": 310.5,
            "y": 294.5,
            "width": 37.5,
            "height": 38.5
        },
        {
            "label": "0",
            "x": 271.5,
            "y": 294,
            "width": 38.5,
            "height": 38.5
        },
        {
            "label": "0",
            "x": 217.5,
            "y": 300.5,
            "width": 22,
            "height": 24.5
        },
        {
            "label": "0",
            "x": 194.5,
            "y": 301.5,
            "width": 21.5,
            "height": 24
        },
        {
            "label": "0",
            "x": 171,
            "y": 302.5,
            "width": 21,
            "height": 24
        },
        {
            "label": "0",
            "x": 240,
            "y": 300.5,
            "width": 21,
            "height": 23.5
        },
        {
            "label": "0",
            "x": 148.5,
            "y": 308.5,
            "width": 22.5,
            "height": 11.5
        },
        {
            "label": "0",
            "x": 147.5,
            "y": 295.5,
            "width": 23.5,
            "height": 12
        },
        {
            "label": "0",
            "x": 124.5,
            "y": 297,
            "width": 21.5,
            "height": 12
        },
        {
            "label": "0",
            "x": 76.5,
            "y": 310,
            "width": 22.5,
            "height": 10.5
        },
        {
            "label": "0",
            "x": 125,
            "y": 309,
            "width": 23,
            "height": 10.5
        }
    ],
    "height": 416,
    "key": "test_100.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_100.jpg

Updated Jan 15, 55771

Generated by Roboflow

Training Set

Transforms

Annotation History

Raw Data

Source Data

Annotation Data