Dataset Versions
Versions
HHNV-effinetB5-456px-agmNorm-2022-06-18 1:28pm
v12
· 2 years ago
HHNV-effinetB5-456px-agmNormaBlur-2022-06-18 1:26pm
v11
· 2 years ago
HHNV-416px-augm3-2022-06-14 3:59pm
v7
· 2 years ago
HHNV-416p- agmshape-2022-06-14 1:01pm
v6
· 2 years ago
HHNV-preproc416-agm2-2022-06-07 4:18pm
v5
· 2 years ago
HHNV-agm2-2022-06-07 4:15pm
v4
· 2 years ago
HHNV-agm-2022-06-07 3:39am
v3
· 2 years ago
HHNV-agm-2022-06-06 11:06pm
v2
· 2 years ago
HHNV-prep-agm-2022-06-06 10:42pm
v1
· 2 years ago
v1
HHNV-prep-agm-2022-06-06 10:42pm
Generated on Jun 6, 2022
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YOLOv11
TXT annotations and YAML config used with YOLOv11.
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.
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3763 Total Images
View All Images
Dataset Split
Train Set 96%
3627Images
Valid Set 4%
136Images
Test Set %
0Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 416x416
Auto-Adjust Contrast: Using Adaptive Equalization
Filter Null: Require at least 97% of images to contain annotations.
Augmentations
Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 80% Maximum Zoom
Rotation: Between -15° and +15°
Shear: ±15° Horizontal, ±15° Vertical
Grayscale: Apply to 25% of images
Hue: Between -25° and +25°
Saturation: Between -25% and +25%
Brightness: Between -25% and +25%
Blur: Up to 10px
Noise: Up to 5% of pixels
Cutout: 3 boxes with 10% size each
Mosaic: Applied
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Bounding Box: Crop: 0% Minimum Zoom, 40% Maximum Zoom
Bounding Box: Rotation: Between -15° and +15°
Bounding Box: Shear: ±15° Horizontal, ±15° Vertical
Bounding Box: Brightness: Between -25% and +25%
Bounding Box: Exposure: Between -25% and +25%
Bounding Box: Blur: Up to 10px
Bounding Box: Noise: Up to 5% of pixels