Normal vs Abnormal Dataset
Versions
Augmentation_ALL
v30
· 5 months ago
Augmentation_Everything
v29
· 5 months ago
Augmentation_14
v28
· 5 months ago
Augmentation_13
v27
· 5 months ago
Augmentation_12
v26
· 5 months ago
Augmentation_11
v25
· 5 months ago
Augmentation_10
v24
· 5 months ago
Augmentation_9
v23
· 5 months ago
Augmentation_8
v22
· 5 months ago
Augmentation_2Seperate
v14
· 5 months ago
Augmentation_7
v13
· 5 months ago
Augmentation_6
v12
· 5 months ago
Augmentation_5
v11
· 5 months ago
Augmentation_4
v10
· 5 months ago
Augmentation_3
v9
· 5 months ago
Augmentation_2
v8
· 5 months ago
Augmentation_1
v7
· 5 months ago
No Augmentation
v6
· 5 months ago
2024-04-19 6:10pm
v5
· 5 months ago
2024-04-18 5:40pm
v3
· 5 months ago
2024-04-18 1:25pm
v2
· 5 months ago
2024-04-18 12:08pm
v1
· 5 months ago
v29
Augmentation_Everything
Generated on Apr 27, 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
Choose another format.
364 Total Images
View All Images
Dataset Split
Train Set 79%
288Images
Valid Set 15%
56Images
Test Set 5%
20Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 640x640
Augmentations
Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -15° and +15°
Shear: ±10° Horizontal, ±10° Vertical
Grayscale: Apply to 25% of images
Hue: Between -10° and +10°
Saturation: Between -10% and +10%
Brightness: Between -5% and +5%
Exposure: Between -10% and +10%
Blur: Up to 0.2px
Noise: Up to 0.1% of pixels
Cutout: 3 boxes with 20% size each
Mosaic: Applied