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Ambient Intelligence Classroom
Object Detection
Overview
Images
1345
Dataset
6
Model
3
API Docs
Analytics
Dataset Versions
Try Pre-Trained Model
Versions
Classroom Behavioral Dataset 4
v10
·
9 months ago
2024-05-15 9:09pm
v9
·
9 months ago
Classroom Behavioral Dataset 3v2 -Refined classes-
v8
·
9 months ago
Classroom Behavioral Dataset 3
v5
·
9 months ago
Classroom Behavioral Dataset 2
v3
·
9 months ago
Classroom Behavioral Dataset 1
v1
·
9 months ago
v10
Classroom Behavioral Dataset 4
Generated on May 21, 2024
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Dataset
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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.
CreateML JSON
CreateML JSON format
is used with Apple's CreateML and Turi Create tools.
Other Formats
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3091
Total Images
View All Images
Dataset Split
Train Set
87%
2703
Images
Valid Set
8%
259
Images
Test Set
4%
129
Images
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
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