Hard-soft object Detection Dataset
Versions
2024-04-26 1:15pm
v11
· 5 months ago
2024-04-02 10:54pm
v10
· 6 months ago
2024-04-01 8:00pm
v9
· 6 months ago
2024-03-30 9:11pm
v8
· 6 months ago
2024-03-30 1-57pm
v7
· 6 months ago
2024-03-30 10:15am
v6
· 6 months ago
2024-03-21 4:12pm
v5
· 6 months ago
2024-03-19 9:16pm
v4
· 6 months ago
2024-03-19 9:15pm
v3
· 6 months ago
2024-03-19 12:57am
v2
· 6 months ago
2024-03-08 5:14pm
v1
· 6 months ago
v6
2024-03-30 10:15am
Generated on Mar 30, 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.
3732 Total Images
View All Images
Dataset Split
Train Set 85%
3189Images
Valid Set 9%
353Images
Test Set 5%
190Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 640x640
Filter Null: Require all images to contain annotations.
Augmentations
Outputs per training example: 3
Flip: Horizontal, Vertical
Rotation: Between -6° and +6°
Shear: ±8° Horizontal, ±4° Vertical
Saturation: Between -14% and +14%
Brightness: Between -16% and +16%
Exposure: Between -10% and +10%
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: Crop: 0% Minimum Zoom, 20% Maximum Zoom
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