Traffic Signals Image Dataset
Versions
v416x416_exclude_nulls
v16
Mar 1, 2023
v416x416_new
v14
Feb 24, 2023
v416x416_aug
v13
Feb 19, 2023
v416x416
v12
Feb 19, 2023
2023-02-01 7:39pm
v10
Feb 2, 2023
2022-11-30 6:24pm
v8
Dec 1, 2022
2022-11-29 5:26pm
v7
Nov 30, 2022
2022-11-29 5:22pm
v6
Nov 30, 2022
2022-11-29 5:19pm
v5
Nov 30, 2022
2022-11-29 5:15pm
v4
Nov 30, 2022
2022-11-29 5:10pm
v3
Nov 30, 2022
2022-11-29 4:03pm
v2
Nov 30, 2022
v16
v416x416_exclude_nulls
Generated on Mar 1, 2023
Popular Download Formats
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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4680 Total Images
View All Images
Dataset Split
Train Set 70%
3265Images
Valid Set 20%
925Images
Test Set 10%
490Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 416x416
Modify Classes: 3 remapped, 0 dropped
Filter Null: Require all images to contain annotations.
Augmentations
No augmentations were applied.
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