ReefFishes-LD Image Dataset
Versions
2023-12-18 6:56pm
v11
Dec 18, 2023
2023-09-16 4:46pm
v9
Sep 16, 2023
2023-09-11 8:37am
v8
Sep 11, 2023
2023-08-05 2:33pm
v7
Aug 5, 2023
2023-07-28_fish_groups
v6
Jul 28, 2023
Fish_N_fish
v5
Jul 26, 2023
2023-07-22 5:41pm
v4
Jul 22, 2023
2023-07-22 5:41pm
v3
Jul 22, 2023
2023-06-19 3:36pm
v2
Jun 19, 2023
2023-05-01 1:24pm
v1
May 1, 2023
v11
2023-12-18 6:56pm
Generated on Dec 18, 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.
Other Formats
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1392 Total Images
View All ImagesDataset Split
Train Set 92%
1275Images
Valid Set 6%
84Images
Test Set 2%
33Images
Preprocessing
Auto-Orient: Applied
Resize: Fit within 2048x1536
Modify Classes: 38 remapped, 18 dropped
Augmentations
Outputs per training example: 3
Grayscale: Apply to 25% of images
Saturation: Between -20% and +20%
Brightness: Between -25% and +25%
Exposure: Between -25% and +25%
Blur: Up to 2px
Noise: Up to 5% of pixels
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