Hand Signs Image Dataset
Versions
2023-03-08 3:51pm
v14
Mar 8, 2023
2023-02-10 3:19pm
v13
Feb 10, 2023
2023-02-03 2:57pm
v12
Feb 3, 2023
2023-02-03 2:55pm
v11
Feb 3, 2023
2022-07-21 10:53am
v10
Jul 21, 2022
Revamping
v9
Jun 20, 2022
Final Version
v7
Dec 22, 2021
V6 w. Charles
v6
Dec 16, 2021
V5
v5
Dec 14, 2021
V4
v4
Dec 10, 2021
Test 2 December 10- 12:05pm
v3
Dec 10, 2021
12-9 3pm first test
v2
Dec 9, 2021
2021-12-09 1:22pm
v1
Dec 9, 2021
v10
2022-07-21 10:53am
Generated on Jul 21, 2022
Popular Download Formats
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.
MT-YOLOv6
MT-YOLOv6 TXT annotations used with meituan/YOLOv6.
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.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
Other Formats
Choose another format.
6403 Total Images
View All Images
Dataset Split
Train Set 95%
6090Images
Valid Set 3%
204Images
Test Set 2%
109Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 416x416
Modify Classes: 14 remapped, 8 dropped
Augmentations
Outputs per training example: 5
Flip: Horizontal
Rotation: Between -25° and +25°
Hue: Between -28° and +28°
Saturation: Between -9% and +9%
Brightness: Between -11% and +11%
Exposure: Between -15% and +15%
Blur: Up to 0.5px
Noise: Up to 1% of pixels
Bounding Box: Flip: Horizontal
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Bounding Box: Rotation: Between -25° and +25°
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