Coral Reef Bleaching Image Dataset
Versions
Fish - Reefs
v17
Jul 20, 2023
Balanced Bleach - Healthy Class
v16
Jul 15, 2023
Marine Species V1 Unbalanced
v15
Jul 3, 2023
Filter 5- Noise
v14
Feb 13, 2023
Filter 4- Blur
v13
Feb 13, 2023
Filter 3- Shear
v12
Feb 13, 2023
Filter 2- Rotation -11 to -11-
v11
Feb 13, 2023
Filter 1- Flip Horizontal
v10
Feb 13, 2023
Final Coral Bleach Detection Version
v9
Feb 6, 2023
v14
Filter 5- Noise
Generated on Feb 13, 2023
Popular Download Formats
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.
MT-YOLOv6
MT-YOLOv6 TXT annotations used with meituan/YOLOv6.
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.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
Other Formats
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3723 Total Images
View All Images
Dataset Split
Train Set 87%
3243Images
Valid Set 8%
303Images
Test Set 5%
177Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 640x640
Augmentations
Outputs per training example: 3
Noise: Up to 2% of pixels
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