Hard-soft object Detection Image Dataset
Versions
2024-04-26 1:15pm
v11
Apr 26, 2024
2024-04-02 10:54pm
v10
Apr 2, 2024
2024-04-01 8:00pm
v9
Apr 1, 2024
2024-03-30 9:11pm
v8
Mar 30, 2024
2024-03-30 1-57pm
v7
Mar 30, 2024
2024-03-30 10:15am
v6
Mar 30, 2024
2024-03-21 4:12pm
v5
Mar 21, 2024
2024-03-19 9:16pm
v4
Mar 19, 2024
2024-03-19 9:15pm
v3
Mar 19, 2024
2024-03-19 12:57am
v2
Mar 18, 2024
2024-03-08 5:14pm
v1
Mar 8, 2024
v2
2024-03-19 12:57am
Generated on Mar 18, 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.
1930 Total Images
View All Images
Dataset Split
Train Set 85%
1647Images
Valid Set 9%
169Images
Test Set 6%
114Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Adaptive Equalization
Augmentations
Outputs per training example: 3
Flip: Horizontal, Vertical
Rotation: Between -6° and +6°
Shear: ±8° Horizontal, ±4° Vertical
Saturation: Between -14% and +14%
Blur: Up to 0.7px
Noise: Up to 1.45% of pixels
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Bounding Box: Rotation: Between -18° and +18°
Bounding Box: Shear: ±15° Horizontal, ±15° Vertical
Bounding Box: Brightness: Between -25% and +25%
Bounding Box: Noise: Up to 0.86% of pixels
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