Air & Servoi Dataset
Versions
2024-01-31 9:02am
v10
· 5 months ago
2024-01-26 9:49am
v9
· 5 months ago
2024-01-24 12:20pm
v8
· 5 months ago
2024-01-12 12:32pm
v7
· 6 months ago
2024-01-11 2:22pm
v6
· 6 months ago
2024-01-11 2:11pm
v5
· 6 months ago
2024-01-11 12:23pm
v4
· 6 months ago
2024-01-11 10:09am
v3
· 6 months ago
2024-01-10 4:57pm
v2
· 6 months ago
2024-01-10 4:41pm
v1
· 6 months ago
v7
2024-01-12 12:32pm
Generated on Jan 12, 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.
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343 Total Images
View All Images
Dataset Split
Train Set 87%
300Images
Valid Set 8%
28Images
Test Set 4%
15Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 640x640
Augmentations
Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Upside Down
Crop: 0% Minimum Zoom, 12% Maximum Zoom
Rotation: Between -15° and +15°
Shear: ±0° Horizontal, ±12° Vertical
Grayscale: Apply to 20% of images
Hue: Between -15° and +15°
Brightness: Between -15% and +15%
Exposure: Between -10% and +10%
Blur: Up to 2.5px
Noise: Up to 0.14% of pixels
Cutout: 5 boxes with 10% size each
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