{"id":18067,"date":"2021-12-25T02:14:00","date_gmt":"2021-12-24T20:44:00","guid":{"rendered":"https:\/\/www.mygreatlearning.com\/blog\/object-detection-using-tensorflow\/"},"modified":"2024-09-02T17:01:46","modified_gmt":"2024-09-02T11:31:46","slug":"object-detection-using-tensorflow","status":"publish","type":"post","link":"https:\/\/www.mygreatlearning.com\/blog\/object-detection-using-tensorflow\/","title":{"rendered":"Real-Time Object Detection Using TensorFlow"},"content":{"rendered":"\n

Object Detection using Tensorflow is a computer vision technique to detect objects in an image or a video in real time. As the name suggests, it helps us in locating, understanding and tracing an object from an image or a video. Let us gain a deeper understanding about how object detection works, what Tensorflow is<\/a>, and more.<\/p>\n\n\n\n

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  1. What is object detection?<\/a><\/li>\n\n\n\n
  2. How does object detection work?<\/a><\/li>\n\n\n\n
  3. What is Tensorflow?<\/a><\/li>\n\n\n\n
  4. What is Tensorflow object detection API?<\/a><\/li>\n\n\n\n
  5. Object Detection Using Tensorflow<\/a><\/li>\n\n\n\n
  6. Real-Tim Object detection using Tensorflow<\/a><\/li>\n<\/ol>\n\n\n\n

    What is Object detection?<\/strong><\/h2>\n\n\n\n

    Object detection is a computer vision<\/a> technique in which a software system can detect, locate, and trace the object from a given image or video. <\/p>\n\n\n\n

    The special thing about object detection using tensorflow is that it identifies the class of objects (person, table, chair, etc.) and their location-specific coordinates in the given image. <\/p>\n\n\n\n

    The location is pointed out by drawing a bounding box around the object. The bounding box may or may not accurately locate the position of the object. <\/p>\n\n\n\n

    The ability to locate the object inside an image defines the performance of the algorithm used for detection. Face detection<\/a> is one of the examples of object detection.<\/p>\n\n\n\n

    These object detection algorithms might be pre-trained or can be trained from scratch. In most use cases, we use pre-trained weights from pre-trained models and then fine-tune<\/a> them as per our requirements and different use cases.<\/p>\n\n\n\n

    Object Detection using YOLO algorithm<\/a><\/em><\/strong><\/p>\n\n\n\n

    How does Object detection work?<\/strong><\/h2>\n\n\n\n
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