Identify birds in camera stream 3 Image Dataset
v3
2023-12-19 12:56pm
Generated on Dec 19, 2023
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YOLOv8
TXT annotations and YAML config used with YOLOv8.
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MT-YOLOv6 TXT annotations used with meituan/YOLOv6.
COCO JSON
COCO JSON annotations are used with EfficientDet Pytorch and Detectron 2.
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Darknet TXT annotations used with YOLO Darknet (both v3 and v4) and YOLOv3 PyTorch.
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Common XML annotation format for local data munging (pioneered by ImageNet).
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TFRecord binary format used for both Tensorflow 1.5 and Tensorflow 2.0 Object Detection models.
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476 Total Images
View All Images
Dataset Split
Train Set 89%
426Images
Valid Set 7%
32Images
Test Set 4%
18Images
Preprocessing
Auto-Orient: Applied
Isolate Objects: Applied
Resize: Fill (with center crop) in 640x640
Augmentations
Outputs per training example: 3
Flip: Horizontal, Vertical
Rotation: Between -15° and +15°
Saturation: Between -32% and +32%
Exposure: Between -30% and +30%
Noise: Up to 5% of pixels
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