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masterthesis-x7ejr/12 (latest)
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Masterthesis
Object Detection
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Images
4221
Dataset
4
Model
1
API Docs
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Dataset Versions
Try Pre-Trained Model
Versions
Complete_Data_V3_final
v12
·
9 months ago
Complete_DATA_V2
v11
·
9 months ago
CompleteData_V1
v10
·
10 months ago
Only_Skate_Spots
v4
·
10 months ago
v12
Complete_Data_V3_final
Generated on Apr 6, 2024
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Dataset
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.
Other Formats
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10557
Total Images
View All Images
Dataset Split
Train Set
90%
9504
Images
Valid Set
4%
421
Images
Test Set
6%
632
Images
Preprocessing
Auto-Orient:
Applied
Resize:
Stretch to 608x608
Augmentations
Outputs per training example:
3
Flip:
Horizontal
90° Rotate:
Clockwise, Counter-Clockwise
Grayscale:
Apply to 10% of images
Saturation:
Between -30% and +30%
Noise:
Up to 0.15% of pixels
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