Soil Microbes Image Dataset
Versions
HE Very Complete
v12
· 20 days ago
Contrast Stretching
v11
· 20 days ago
Grayscale
v10
· 20 days ago
Histogram Complete
v9
· 20 days ago
Adaptive Complete
v8
· 20 days ago
2024-06-09 12:13pm
v7
· 20 days ago
2024-06-02 10:53am
v6
· a month ago
2024-06-02 10:33am
v4
· a month ago
2024-06-02 3:01am
v3
· a month ago
2024-05-28 12:19am
v2
· a month ago
v12
HE Very Complete
Generated on Jun 9, 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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2565 Total Images
View All Images
Dataset Split
Train Set 87%
2241Images
Valid Set 8%
215Images
Test Set 4%
109Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Histogram Equalization
Augmentations
Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Rotation: Between -15° and +15°
Shear: ±10° Horizontal, ±10° Vertical
Grayscale: Apply to 15% of images
Hue: Between -15° and +15°
Saturation: Between -25% and +25%
Brightness: Between -15% and +15%
Exposure: Between -10% and +10%
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