image_id
int32
0
71
| image
image
| mask
image
| shapes
string
|
|---|---|---|---|
7 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(665.36, 570.7), (868.95, 779.51)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
3 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(870.4, 446.1), (1085.8, 699.61)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
1 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(507.48, 827.74), (709.08, 1029.34)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
6 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(551.91, 678.6), (754.9, 883.0)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
13 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(655.01, 680.55), (874.22, 907.38)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
10 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(851.34, 465.16), (1076.27, 688.18)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
4 |  |  | "[]" |
12 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(706.5, 611.93), (940.93, 836.86)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
0 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(290.48, 1269.28), (472.41, 1361.07)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]" |
5 |  |  | "[]" |
9 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(792.16, 394.03), (1006.8, 606.91)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
11 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(847.53, 517.8), (1075.1, 741.55)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
8 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(764.95, 471.56), (989.71, 687.9)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
2 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(712.19, 524.25), (954.27, 752.99)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
21 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(726.38, 737.05), (903.8, 931.01)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
17 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(489.75, 61.06), (691.8, 263.11)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
15 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(1039.67, 444.19), (1239.81, 665.3)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
20 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(708.95, 596.68), (899.57, 812.08)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]" |
27 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(561.03, 11.62), (719.56, 182.38)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
24 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(612.34, 361.98), (738.74, 510.72)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]" |
18 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(469.84, 45.65), (719.49, 286.62)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]" |
26 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(581.68, 30.9), (723.39, 186.41)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
14 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(1002.88, 449.9), (1225.9, 678.65)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
19 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(671.74, 169.39), (975.66, 490.68)], 'attributes': {'occluded': 'false', 'basket': 'true'}}]" |
23 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(787.3, 604.22), (931.65, 747.62)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]" |
25 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(474.33, 182.01), (611.29, 301.51)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]" |
22 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(791.1, 744.49), (950.13, 918.23)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]" |
16 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(525.01, 47.05), (701.33, 236.07)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]" |
32 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(504.48, 400.11), (531.37, 449.32)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]" |
29 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(564.4, 608.01), (616.06, 666.29)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
31 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(535.9, 429.33), (587.88, 491.79)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]" |
38 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(402.1, 175.89), (459.83, 231.7)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
35 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(429.46, 380.55), (481.9, 433.4)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]" |
37 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(422.37, 247.67), (476.15, 302.03)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
28 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(620.14, 457.96), (675.76, 520.44)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
34 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(452.29, 361.54), (506.7, 415.9)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]" |
36 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(427.28, 315.22), (474.3, 368.53)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]" |
33 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(469.74, 362.74), (521.81, 419.39)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]" |
30 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(482.03, 343.04), (539.25, 395.49)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]" |
47 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(272.98, 36.34), (594.21, 340.42)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
50 |  |  | "[]" |
48 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(620.95, 354.72), (914.5, 656.42)], 'attributes': {'occluded': 'false', 'basket': 'true'}}]" |
42 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(757.77, 479.87), (973.66, 719.61)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]" |
40 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(585.01, 469.23), (730.83, 640.73)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]" |
45 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(28.46, 431.97), (328.2, 716.65)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]" |
56 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(718.55, 38.66), (931.93, 248.9)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]" |
53 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(618.07, 72.22), (813.62, 276.12)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
43 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(777.6, 678.19), (978.43, 906.63)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]" |
55 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(689.36, 31.23), (891.24, 243.56)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
39 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(618.43, 428.62), (765.13, 605.45)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]" |
44 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(275.18, 848.59), (514.67, 1106.16)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]" |
52 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(590.1, 152.74), (770.99, 347.6)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
46 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(15.81, 125.61), (314.04, 429.87)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]" |
54 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(660.95, 24.69), (846.53, 233.28)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
51 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(656.66, 312.72), (717.53, 459.92)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]" |
41 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(830.88, 186.45), (1002.43, 326.62)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]" |
65 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(217.59, 1183.46), (369.15, 1337.5)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
60 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(400.62, 379.19), (514.66, 563.03)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
58 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(188.93, 679.92), (364.7, 853.33)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
64 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(173.77, 864.65), (340.25, 1026.04)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
63 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(547.8, 93.79), (743.5, 307.8)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
71 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(322.23, 657.97), (468.51, 836.11)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]" |
68 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(313.97, 680.62), (466.15, 857.58)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
70 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(508.76, 627.96), (667.31, 803.5)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]" |
57 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(190.39, 645.51), (358.85, 835.21)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
62 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(369.54, 416.02), (539.41, 614.21)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]" |
67 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(289.44, 705.51), (452.23, 882.47)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
69 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(316.57, 657.97), (460.49, 827.85)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]" |
66 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(239.65, 816.05), (394.19, 972.95)], 'attributes': {'occluded': 'false', 'basket': 'false'}}]" |
59 |  |  | "[{'type': 'box', 'label': 'BALL', 'points': [(229.32, 442.94), (403.44, 617.06)], 'attributes': {'occluded': 'true', 'basket': 'false'}}]" |
Basketball Tracking
Tracking is a deep learning process where the algorithm tracks the movement of an object.
The dataset consist of screenshots from videos of basketball games with the ball labeled with a bounging box. The dataset can be used to train a neural network in ball control recognition. The dataset is useful for automating the camera operator's work during a match, allowing the ball to be efficiently kept in frame.
Get the dataset
This is just an example of the data
Leave a request on https://trainingdata.pro/data-market to discuss your requirements, learn about the price and buy the dataset.
Dataset structure
- img - contains of original images of basketball players.
- boxes - includes bounding box labeling for a ball in the original images.
- annotations.xml - contains coordinates of the boxes and labels, created for the original photo
Data Format
Each image from img folder is accompanied by an XML-annotation in the annotations.xml file indicating the coordinates of the bounding boxes for the ball position. For each point, the x and y coordinates are provided.
Attributes
- occluded - the ball visability (true if the the ball is occluded by 30%)
- basket - the position related to the basket (true if the ball is covered with a basket on any distinguishable area)
Example of XML file structure
Basketball Tracking might be made in accordance with your requirements.
TrainingData
More datasets in TrainingData's Kaggle account: https://www.kaggle.com/trainingdatapro/datasets
TrainingData's GitHub: https://github.com/Trainingdata-datamarket/TrainingData_All_datasets
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