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This article gives an overview of object counting problem and its usage. It also describes various ways of counting objects from still images and video streams. Object counting is an important task in machine learning. It helps to identify objects in an image, so that the number of objects can be determined. However, there are many challenges when it comes to object counting using deep learning techniques such as illumination, variation, occlusion, and real-time counting. We have also reviewed some of the recent papers to get an idea of current technology. At last through one example, we have discussed how object counting can be happened through deep learning techniques.

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Object Counting from Images Using Deep Learning Technique

  • 会议论文

  • 发表日期：

    2025年

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  • Arishpreet Kour Bali,
  • Amit Kumar

摘要

This article gives an overview of object counting problem and its usage. It also describes various ways of counting objects from still images and video streams. Object counting is an important task in machine learning. It helps to identify objects in an image, so that the number of objects can be determined. However, there are many challenges when it comes to object counting using deep learning techniques such as illumination, variation, occlusion, and real-time counting. We have also reviewed some of the recent papers to get an idea of current technology. At last through one example, we have discussed how object counting can be happened through deep learning techniques.