Dataset Versions
Versions
Classroom Behavioral Dataset 4
v10
· 7 months ago
2024-05-15 9:09pm
v9
· 7 months ago
Classroom Behavioral Dataset 3v2 -Refined classes-
v8
· 7 months ago
Classroom Behavioral Dataset 3
v5
· 7 months ago
Classroom Behavioral Dataset 2
v3
· 7 months ago
Classroom Behavioral Dataset 1
v1
· 8 months ago
v10
Classroom Behavioral Dataset 4
Generated on May 21, 2024
Popular Download Formats
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.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
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3091 Total Images
View All Images
Dataset Split
Train Set 87%
2703Images
Valid Set 8%
259Images
Test Set 4%
129Images
Preprocessing
Auto-Orient: Applied
Resize: Fit within 640x640
Modify Classes: 0 remapped, 1 dropped
Filter Null: Require all images to contain annotations.
Augmentations
Outputs per training example: 3
Flip: Horizontal
Rotation: Between -15° and +15°
Shear: ±10° Horizontal, ±10° Vertical
Grayscale: Apply to 20% of images