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+---
+tags:
+- ultralyticsplus
+- yolov8
+- ultralytics
+- yolo
+- vision
+- object-detection
+- pytorch
+- retail
+- shelf-detection
+- mart
+- mall
+- inventory-management
+library_name: ultralytics
+library_version: 8.0.43
+inference: false
+model-index:
+- name: foduucom/shelf-object-detection-yolov8
+  results:
+  - task:
+      type: object-detection
+    metrics:
+    - type: precision
+      value: 0.91
+      name: mAP@0.5(box)
+language:
+- en
+pipeline_tag: object-detection
+---
+
+<div align="center">
+  <img width="500" alt="foduucom/shelf-object-detection-yolov8" src="https://huggingface.co/foduucom/shelf-object-detection-yolov8/resolve/main/thumbnail.jpg">
+</div>
+
+# Model Card for YOLOv8 Shelf Object Detection in Retail Environments
+
+## Model Enthusiasm 🎉
+
+Hey there, retail rockstar! 👋 If you're ready to make your mart or mall experience a whole lot cooler, give this YOLOv8 Shelf Object Detection model a virtual high-five! 🙌 Your shelves will never be the same again, and neither will your customers' smiles.
+
+## Model Magic ✨
+
+The YOLOv8 Shelf Object Detection model is your new retail sidekick! It doesn't just detect objects; it's got a sixth sense for finding what you need on those shelves. Whether it's a jar of pickles or the latest gadget, this model's got you covered. And hey, it's a pro at counting too! So, say goodbye to empty spaces and hello to perfectly organized retail enchantment.
+
+## Supported Labels 🏬
+
+```
+['Empty Shelves', 'Magical Products']
+```
+
+## Collaboration Love ❤️
+
+We're all about that collaboration groove! If you're as excited about this model as we are (and trust us, it's hard not to be), show some love with a thumbs up 👍. Let's work together to make retail dreams come true!
+
+## Uses
+
+### Direct Use
+
+Integrate this model into your retail kingdom for real-time inventory harmony, shelf perfection, and automated restocking magic.
+
+### Downstream Wonder
+
+Want to optimize shelf layouts, unravel product placement mysteries, and sprinkle some sparkle into your customers' lives? This model's got your back!
+
+### Not-So-Magic Disclaimers ⚡
+
+Just like a trusty wizard, this model might have its quirky moments:
+
+- It might not be in sync with tricky lighting and shelf chaos. Keep those shelves tidy!
+- Rapid changes in product vibes and shelf dances could affect its accuracy and spellcasting.
+
+### Human Touch & Wizard Wisdom 🧙
+
+Remember, every spellcaster has their quirks. Test and twirl within your retail realm before letting it loose on the magical stage.
+
+## How to Join the Magic
+
+To dive into the retail wizardry with the YOLOv8 Shelf Object Detection model, follow these enchanted steps:
+```bash
+pip install ultralyticsplus==0.0.28 ultralytics==8.0.43
+```
+
+- Summon the model and unveil its secrets:
+
+```python
+# Wave your wand (or keyboard) to get started!
+from ultralyticsplus import YOLO, render_result
+import cv2
+
+# Cast a spell to summon the model
+model = YOLO('foduucom/shelf-object-detection-yolov8')
+
+# Tweak the magical parameters
+model.overrides['conf'] = 0.25  # NMS confidence threshold
+model.overrides['iou'] = 0.45  # NMS IoU threshold
+model.overrides['agnostic_nms'] = False  # NMS class-agnostic
+model.overrides['max_det'] = 1000  # maximum number of detections per image
+
+# set image
+image = "path/to/your/shelf/image"
+
+#you can pass live camera streaming or video
+# Begin the mystical journey through video frames
+# (Remember to have your retail tapestry ready)
+while cap.isOpened():
+    # Read a frame from the video
+    success, frame = cap.read()
+
+    if success:
+        # Unleash the magic of YOLOv8
+        results = model(frame)
+
+        # Showcase the magic on the frame
+        annotated_frame = results[0].plot()
+
+        # Present the enchanted frame
+        cv2.imshow("YOLOv8 Retail Wizardry", annotated_frame)
+
+        # Dispel the spell if 'q' is pressed
+        if cv2.waitKey(1) & 0xFF == ord("q"):
+            break
+    else:
+        # Return to reality when the video ends
+        break
+
+# Release your captive video and close the portal
+cap.release()
+cv2.destroyAllWindows()
+```
+
+## Model Masters 🧙‍♂️
+
+The mystical YOLOv8 Shelf Object Detection model was crafted by wizards at FODUU AI.
+
+```bibtex
+@ModelCard{
+  author    = {Nehul Agrawal and
+               Pranjal Singh Thakur},
+  title     = {YOLOv8 Shelf Object Detection in Retail Environments},
+  year      = {2023}
+}
+```
+
+Join the retail magic and send your owl to info@foduu.com for any questions or enchanting contributions.
+
+Feel free to adjust the humor and tone as needed to match the vibe you want for your model card. Enjoy your retail adventures! 🛒✨