vectorCompleteDataset Image Dataset
Versions
resizedto224
v8
Jun 11, 2021
raw
v7
Sep 18, 2020
v6 (Resize)
v6
Sep 18, 2020
v5 (Resize + Grayscale + Rotate + Blur + BB optimizations)
v5
Sep 18, 2020
v4 (Resize + Rotation + Noise + More images in Light)
v4
Sep 17, 2020
v3 (Resize + Rotation + Noise)
v3
Sep 14, 2020
v2 (Resize + Rotation)
v2
Sep 13, 2020
v1
v1
Sep 12, 2020
v5
v5 (Resize + Grayscale + Rotate + Blur + BB optimizations)
Generated on Sep 18, 2020
Popular Download Formats
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.
Other Formats
Choose another format.
727 Total Images
View All Images
Dataset Split
Train Set 87%
636Images
Valid Set 8%
61Images
Test Set 4%
30Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 416x416
Grayscale: Applied
Auto-Adjust Contrast: Using Contrast Stretching
Augmentations
Outputs per training example: 3
Rotation: Between -5° and +5°
Blur: Up to 0.25px
Noise: Up to 5% of pixels
Bounding Box: Brightness: Between -25% and +25%
Similar Projects
-
300 images
Robot
303 images
as
186 images
cell
172 images