D-Shatnev/price-tag-detection

Price Tag Detection Dataset

A manually annotated dataset for detecting price tags on retail shelves, collected and labeled entirely by hand.

Dataset Description

This dataset contains images of retail shelves with bounding box annotations for price tags. It is suitable for training and evaluating object detection models, such as YOLO-based detectors and trackers.

Use cases:

• Price tag detection on store shelves
• Real-time price tag tracking (e.g., with YOLO + ByteTrack / BoT-SORT)
• Retail automation and shelf monitoring

⚠️ Very many video-sourced frames contain motion-blurred price tags due to camera movement during recording.

Data Sources

The dataset combines two types of data:

• Open-source images collected from publicly available internet sources
• Custom footage captured manually in real retail environments

All annotations were created entirely by hand — no auto-labeling tools were used.

Dataset Structure

Split	Images
train	1 800
validation	207
Total	2 007

Schema

Each row contains:

Field	Type	Description
image_id	string	Stem of the original image filename
image	Image	The image
objects	Sequence	List of annotated objects (see below)

objects fields:

Field	Type	Description
bbox	[f32 × 4]	[x_center, y_center, width, height] — normalized 0–1
category	int32	Integer class id
label	ClassLabel	Class name string

Classes

ID	Name
0	price_tag

Usage

HuggingFace Datasets

from datasets import load_dataset

ds = load_dataset("D-Shatnev/price-tag-detection")

# Access a sample
sample = ds["train"][0]
print(sample["image_id"])
print(sample["objects"])  # {"bbox": [...], "category": [...], "label": [...]}
sample["image"].show()

YOLO Training

The repository also contains the original YOLO-format files (train/, val/, data.yaml):

from ultralytics import YOLO

model = YOLO("yolo11n.pt")
model.train(data="data.yaml", epochs=50, imgsz=640)

License

This dataset is released under the Creative Commons Attribution 4.0 International (CC BY 4.0) license.

You are free to use, share, and adapt this dataset for any purpose, including commercial use, as long as you provide appropriate credit and a link to the original dataset.

Authors

This dataset was created by:

• D-Shatnev
• Loderino
• AndreLXIX

Citation

If you use this dataset in your work, please cite it as:

@dataset{price_tag_detection_2026,
  title   = {Price Tag Detection Dataset},
  author  = {D-Shatnev and Loderino and AndreLXIX},
  year    = {2026},
  url     = {https://huggingface.co/datasets/D-Shatnev/price-tag-detection},
  license = {CC BY 4.0}
}