🎯 Object Detection Visualizer

Detect and localize multiple objects in images

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Data Augmentation Studio

Beyond Classification

Object detection goes beyond identifying what's in an image - it tells you where each object is located. Models output bounding boxes with class labels and confidence scores for every detected object.

🎯 Detection vs Classification

🖼️

Classification

• Single label per image
• "This is a dog"
• No location info
🎯

Detection

• Multiple objects
• "3 dogs at locations..."
• Bounding boxes
📦

Bounding Box

Rectangle coordinates (x, y, width, height) around object

🏷️

Class Label

What type of object (person, car, dog, etc.)

📊

Confidence

How certain the model is (0-100%)

🚀 Real-World Applications

🚗
Autonomous vehicles: Detect cars, pedestrians, signs
🏪
Retail analytics: Count customers, track products
🏥
Medical imaging: Locate tumors, abnormalities
🔒
Security systems: Monitor restricted areas

📈 Performance Metrics

Precision
92%
Correct detections
Recall
88%
Found objects
mAP
90%
Overall accuracy