numbers Image Dataset
Versions
2024-05-08 11:28am
v13
May 8, 2024
2024-04-28 4:35pm
v12
Apr 28, 2024
2024-04-26 11:23am
v11
Apr 26, 2024
2024-04-09 5:00pm
v10
Apr 9, 2024
2024-03-06 3:35pm
v9
Mar 6, 2024
2024-03-06 3:27pm
v8
Mar 6, 2024
2024-03-06 1:26pm
v7
Mar 6, 2024
2024-02-21 9:30pm
v6
Feb 21, 2024
2024-02-21 11:48am
v5
Feb 21, 2024
2024-02-21 10:02am
v4
Feb 21, 2024
2024-02-19 6:49pm
v3
Feb 19, 2024
2024-02-19 5:51pm
v2
Feb 19, 2024
2024-02-19 5:17pm
v1
Feb 19, 2024
v13
2024-05-08 11:28am
Generated on May 8, 2024
Popular Download Formats
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.
4172 Total Images
View All Images
Dataset Split
Train Set 88%
3660Images
Valid Set 8%
349Images
Test Set 4%
163Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 1280x1280
Augmentations
Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Rotation: Between -45° and +45°
Shear: ±14° Horizontal, ±14° Vertical
Brightness: Between -8% and +8%
Blur: Up to 0.9px
Noise: Up to 0.38% of pixels
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