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Track objects in video
YOLOv12 Demo

YOLOv12 Demo

Identify objects in images and videos

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What is YOLOv12 Demo ?

The YOLOv12 Demo is a powerful object detection tool designed to identify objects in images and videos. It leverages the YOLOv12 model, which is an advanced version of the You Only Look Once (YOLO) family of models. The demo provides a user-friendly interface to demonstrate the capabilities of YOLOv12, making it accessible for developers and non-developers alike.

Features

The YOLOv12 Demo offers the following key features:
• Real-Time Object Detection: Quickly detect objects in live video or still images.
• High Accuracy: Utilizes state-of-the-art YOLOv12 architecture for precise object identification.
• Multiple Platforms: Compatible with various platforms, including mobile and desktop.
• Customizable Parameters: Adjust settings like confidence thresholds and overlap penalties for better performance.
• Speed Optimizations: Efficient inference speeds even on less powerful hardware.
• <Bold Support for GPU: Accelerated execution for smoother video processing.

How to use YOLOv12 Demo ?

Here’s a step-by-step guide to use the YOLOv12 Demo:

  1. Install the Demo: Download and install the YOLOv12 Demo from the official source.
  2. Launch the Application: Open the demo application on your device.
  3. Select Input Source: Choose between using a live camera feed or uploading an image/video file.
  4. Start Detection: Click the "Detect" button to begin object detection.
  5. Analyze Results: Review the detected objects, which are highlighted with bounding boxes and labels.
  6. Adjust Settings: Fine-tune parameters like confidence thresholds to improve detection accuracy.

Frequently Asked Questions

Q: What devices are supported by YOLOv12 Demo?
A: The demo is optimized for both mobile and desktop platforms, ensuring compatibility with a wide range of devices.

Q: Can I customize the detection settings?
A: Yes, users can adjust parameters such as confidence thresholds and non-maximum suppression (NMS) to optimize detection results.

Q: How do I improve detection accuracy?
A: You can enhance accuracy by increasing the confidence threshold or using a GPU for faster and more precise processing.

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Track objects in video