face_Recognition_Office Image Dataset
Versions
2023-04-25 5:36pm
v16
Apr 25, 2023
2023-04-25 5:09pm
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Apr 25, 2023
2023-04-25 3:36pm
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2023-04-22 1:00am
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2023-04-17 2:37pm
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Fresh2023-04-15 6-06pm
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v16
2023-04-25 5:36pm
Generated on Apr 25, 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.
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5225 Total Images
View All ImagesDataset Split
Train Set 94%
4917Images
Valid Set 3%
161Images
Test Set 3%
147Images
Preprocessing
Auto-Orient: Applied
Resize: Fit (black edges) in 640x640
Auto-Adjust Contrast: Using Histogram Equalization
Filter Null: Do not filter any null images.
Augmentations
Outputs per training example: 3
Flip: Horizontal
Rotation: Between -15° and +15°
Shear: ±25° Horizontal, ±25° Vertical
Hue: Between -15° and +15°
Saturation: Between -14% and +14%
Brightness: Between -30% and +30%
Exposure: Between -16% and +16%
Blur: Up to 2.5px
Noise: Up to 2% of pixels
Mosaic: Applied
Bounding Box: Rotation: Between -14° and +14°
Bounding Box: Shear: ±24° Horizontal, ±24° Vertical
Bounding Box: Brightness: Between -25% and +25%
Bounding Box: Exposure: Between -25% and +25%
Bounding Box: Blur: Up to 1.5px
Bounding Box: Noise: Up to 2% of pixels
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