Coral Reef Bleaching Dataset
Versions
Fish - Reefs
v17
· a year ago
Balanced Bleach - Healthy Class
v16
· a year ago
Marine Species V1 Unbalanced
v15
· a year ago
Filter 5- Noise
v14
· 2 years ago
Filter 4- Blur
v13
· 2 years ago
Filter 3- Shear
v12
· 2 years ago
Filter 2- Rotation -11 to -11-
v11
· 2 years ago
Filter 1- Flip Horizontal
v10
· 2 years ago
Final Coral Bleach Detection Version
v9
· 2 years ago
v17
Fish - Reefs
Generated on Jul 20, 2023
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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10355 Total Images
View All ImagesDataset Split
Train Set 87%
9048Images
Valid Set 8%
855Images
Test Set 4%
452Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 640x640
Augmentations
Outputs per training example: 3
Flip: Horizontal
Rotation: Between -11° and +11°
Shear: ±10° Horizontal, ±9° Vertical
Blur: Up to 1.25px
Noise: Up to 2% of pixels