Trash cans with trash bags and without Image Dataset
Versions
2022-09-09 4:23pm
v10
Sep 9, 2022
2022-09-02 5:22pm
v9
Sep 2, 2022
2022-09-01 5:04pm
v8
Sep 1, 2022
2022-08-31 4:48pm
v7
Aug 31, 2022
2022-08-31 4:18pm
v6
Aug 31, 2022
2022-08-31 4:03pm
v5
Aug 31, 2022
2022-08-31 3:00pm
v4
Aug 31, 2022
2022-08-31 2:51pm
v3
Aug 31, 2022
2022-08-31 12:41pm
v2
Aug 31, 2022
2022-08-31 12:36pm
v1
Aug 31, 2022
v10
2022-09-09 4:23pm
Generated on Sep 9, 2022
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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.
MT-YOLOv6
MT-YOLOv6 TXT annotations used with meituan/YOLOv6.
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.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
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4009 Total Images
View All ImagesDataset Split
Train Set 90%
3618Images
Valid Set 6%
254Images
Test Set 3%
137Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Adaptive Equalization
Augmentations
Outputs per training example: 3
Rotation: Between -15° and +15°
Brightness: Between -25% and +25%
Blur: Up to 1px
Noise: Up to 5% of pixels
Cutout: 8 boxes with 10% size each
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