Dataset Versions
Versions
2022-06-19 8:26pm
v15
· 3 years ago
2022-06-19 8:08pm
v14
· 3 years ago
2022-06-19 7:25pm
v13
· 3 years ago
2022-06-19 6:33pm
v12
· 3 years ago
2022-06-09 11:41pm
v11
· 3 years ago
2022-06-09 10:08pm
v10
· 3 years ago
2022-06-08 10:57pm
v9
· 3 years ago
2022-06-08 10:55pm
v8
· 3 years ago
2022-06-07 10:01pm
v7
· 3 years ago
ramp_ball_lava_tool_2
v6
· 3 years ago
ramp-ball-lava-tool
v5
· 3 years ago
tool-lava-rail
v4
· 3 years ago
ball-tool-lava-rail
v3
· 3 years ago
ball-tool-lava
v2
· 3 years ago
2022-05-23 2:46pm
v1
· 3 years ago
v3
ball-tool-lava-rail
Generated on May 23, 2022
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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206 Total Images
View All Images
Dataset Split
Train Set 84%
174Images
Valid Set 9%
19Images
Test Set 6%
13Images
Preprocessing
Auto-Orient: Applied
Isolate Objects: Applied
Static Crop: 38-75% Horizontal Region, 35-75% Vertical Region
Resize: Stretch to 416x416
Augmentations
Outputs per training example: 3
Flip: Horizontal
90° Rotate: Clockwise, Counter-Clockwise
Rotation: Between -15° and +15°
Shear: ±15° Horizontal, ±15° Vertical
Hue: Between -25° and +25°
Cutout: 9 boxes with 22% size each
Bounding Box: Shear: ±15° Horizontal, ±15° Vertical
Bounding Box: Blur: Up to 10px