Update README.md

README.md

@@ -8,4 +8,21 @@ size_categories:
 - n<1K
 task_categories:
 - object-detection
----
+---
+# Retail Object Detection
+
+The retail object detector dataset supports training and evaluating computer vision models for general object detection in retail environments. 
+It contains 749 labeled .PNG images across train, dev, and test splits, combining real retail images with AI generated synthetic images to improve model robustness. 
+
+Each image includes a corresponding Pascal VOC XML annotation with bounding boxes and a single class label 'obj', intended for research, model development, and inventory monitoring use cases, performace may vary with lighting, occlusion, camera angle, and image quality. 
+
+## Citation
+```latex
+@dataset{ratio1_drone_dataset_2026,
+  author       = {Ratio1},
+  title        = {Retail Object Detection},
+  year         = {2026},
+  publisher    = {Hugging Face},
+  url          = {https://huggingface.co/datasets/ratio1/Retail_Object_Detection},
+  version      = {v1.0}
+}