car dent detection Image Dataset
Versions
2022-10-10 5:43pm
v13
Oct 10, 2022
2022-10-10 5:43pm
v12
Oct 10, 2022
2022-10-10 5:42pm
v11
Oct 10, 2022
2022-10-09 6:18pm
v10
Oct 9, 2022
2022-10-09 4:08pm
v9
Oct 9, 2022
2022-10-09 1:02pm
v8
Oct 9, 2022
2022-10-09 12:57pm
v7
Oct 9, 2022
2022-10-09 11:14am
v6
Oct 9, 2022
2022-10-09 4:22am
v5
Oct 8, 2022
2022-10-09 2:02am
v4
Oct 8, 2022
2022-10-09 1:20am
v3
Oct 8, 2022
2022-10-09 12:18am
v2
Oct 8, 2022
2022-10-09 12:11am
v1
Oct 8, 2022
v3
2022-10-09 1:20am
Generated on Oct 8, 2022
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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165 Total Images
View All Images
Dataset Split
Train Set 87%
144Images
Valid Set 6%
10Images
Test Set 7%
11Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 416x416
Augmentations
Outputs per training example: 3
Shear: ±25° Horizontal, ±20° Vertical
Grayscale: Apply to 3% of images
Saturation: Between -65% and +65%
Brightness: Between -28% and +28%
Exposure: Between -10% and +10%
Bounding Box: Crop: 0% Minimum Zoom, 20% Maximum Zoom
Bounding Box: Shear: ±15° Horizontal, ±15° Vertical
Bounding Box: Exposure: Between -25% and +25%
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