Surgical_Instruments Image Dataset
Versions
2024-06-14 5:22am
v14
· 16 days ago
2024-06-13 12:26pm
v13
· 17 days ago
2024-06-13 4:07am
v12
· 17 days ago
2024-06-12 2:03pm
v11
· 18 days ago
2024-06-12 12:55pm
v10
· 18 days ago
2024-06-12 11:57am
v9
· 18 days ago
2024-06-12 11:18am
v8
· 18 days ago
2024-06-11 5:14pm
v7
· 19 days ago
2024-06-11 5:00pm
v6
· 19 days ago
2024-06-11 3:08pm
v5
· 19 days ago
2024-06-11 2:46pm
v4
· 19 days ago
2024-06-11 2:39pm
v3
· 19 days ago
2024-06-11 2:35pm
v1
· 19 days ago
v9
2024-06-12 11:57am
Generated on Jun 12, 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.
Other Formats
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85 Total Images
View All ImagesDataset Split
Train Set 88%
75Images
Valid Set 12%
10Images
Test Set %
0Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Adaptive Equalization
Augmentations
Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Grayscale: Apply to 15% of images
Saturation: Between -30% and +30%
Brightness: Between -15% and +15%
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