Dataset Versions
Versions
2024-04-12 1:47am
v21
· 7 months ago
2023-09-19 12:11am
v20
· a year ago
2023-09-18 11:32pm
v19
· a year ago
2023-09-18 8:50pm
v18
· a year ago
2023-09-18 2:23pm
v16
· a year ago
2023-09-11 11:40am
v15
· a year ago
2023-09-11 11:40am
v14
· a year ago
2023-09-11 11:38am
v13
· a year ago
2023-09-11 11:35am
v12
· a year ago
2023-09-11 11:10am
v11
· a year ago
2023-09-11 11:00am
v10
· a year ago
2023-09-11 3:46am
v8
· a year ago
2023-09-11 3:38am
v6
· a year ago
2023-09-11 1:48am
v5
· a year ago
2023-09-05 11:21am
v4
· a year ago
2023-09-05 3:51am
v3
· a year ago
2023-09-05 3:40am
v2
· a year ago
2023-09-05 2:49am
v1
· a year ago
v2
2023-09-05 3:40am
Generated on Sep 4, 2023
Popular Download Formats
YOLOv11
TXT annotations and YAML config used with YOLOv11.
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.
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Preprocessing
Auto-Orient: Applied
Isolate Objects: Applied
Static Crop: 25-75% Horizontal Region, 25-75% Vertical Region
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Histogram Equalization
Grayscale: Applied
Tile: 2 rows x 2 columns
Modify Classes: 11 remapped, 2 dropped
Filter Null: Require all images to contain annotations.
Augmentations
Outputs per training example: 3
Crop: 0% Minimum Zoom, 50% Maximum Zoom
Grayscale: Apply to 25% of images
Hue: Between -135° and +135°
Saturation: Between -57% and +57%
Brightness: Between -75% and +75%
Exposure: Between -57% and +57%
Blur: Up to 7.75px
Noise: Up to 17% of pixels
Cutout: 6 boxes with 41% size each
Mosaic: Applied
Bounding Box: Flip: Horizontal
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Bounding Box: Crop: 0% Minimum Zoom, 50% Maximum Zoom
Bounding Box: Rotation: Between -31° and +31°
Bounding Box: Shear: ±27° Horizontal, ±29° Vertical
Bounding Box: Brightness: Between -99% and +99%
Bounding Box: Exposure: Between -69% and +69%
Bounding Box: Blur: Up to 25px
Bounding Box: Noise: Up to 15% of pixels