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.. _sphx_glr_build_examples_detection:

Object Detection
================



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    <div class="sphx-glr-thumbcontainer" tooltip="This article shows how to play with pre-trained SSD models with only a few lines of code.">

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 .. figure:: /build/examples_detection/images/thumb/sphx_glr_demo_ssd_thumb.png
     :alt: 01. Predict with pre-trained SSD models

     :ref:`sphx_glr_build_examples_detection_demo_ssd.py`

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    </div>


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   /build/examples_detection/demo_ssd

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    <div class="sphx-glr-thumbcontainer" tooltip="This article shows how to play with pre-trained Faster RCNN model.">

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 .. figure:: /build/examples_detection/images/thumb/sphx_glr_demo_faster_rcnn_thumb.png
     :alt: 02. Predict with pre-trained Faster RCNN models

     :ref:`sphx_glr_build_examples_detection_demo_faster_rcnn.py`

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    </div>


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   /build/examples_detection/demo_faster_rcnn

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    <div class="sphx-glr-thumbcontainer" tooltip="This article shows how to play with pre-trained YOLO models with only a few lines of code.">

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 .. figure:: /build/examples_detection/images/thumb/sphx_glr_demo_yolo_thumb.png
     :alt: 03. Predict with pre-trained YOLO models

     :ref:`sphx_glr_build_examples_detection_demo_yolo.py`

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    </div>


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   /build/examples_detection/demo_yolo

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    <div class="sphx-glr-thumbcontainer" tooltip="This tutorial goes through the basic building blocks of object detection provided by GluonCV. S...">

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 .. figure:: /build/examples_detection/images/thumb/sphx_glr_train_ssd_voc_thumb.png
     :alt: 04. Train SSD on Pascal VOC dataset

     :ref:`sphx_glr_build_examples_detection_train_ssd_voc.py`

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   /build/examples_detection/train_ssd_voc

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    <div class="sphx-glr-thumbcontainer" tooltip="In the previous tutorial sphx_glr_build_examples_detection_train_ssd_voc.py, we briefly went th...">

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 .. figure:: /build/examples_detection/images/thumb/sphx_glr_train_ssd_advanced_thumb.png
     :alt: 05. Deep dive into SSD training: 3 tips to boost performance

     :ref:`sphx_glr_build_examples_detection_train_ssd_advanced.py`

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    </div>


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   /build/examples_detection/train_ssd_advanced

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    <div class="sphx-glr-thumbcontainer" tooltip="This tutorial goes through the basic steps of training a Faster-RCNN [Ren15]_ object detection ...">

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 .. figure:: /build/examples_detection/images/thumb/sphx_glr_train_faster_rcnn_voc_thumb.png
     :alt: 06. Train Faster-RCNN end-to-end on PASCAL VOC

     :ref:`sphx_glr_build_examples_detection_train_faster_rcnn_voc.py`

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   /build/examples_detection/train_faster_rcnn_voc

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    <div class="sphx-glr-thumbcontainer" tooltip="This tutorial goes through the basic steps of training a YOLOv3 object detection model provided...">

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 .. figure:: /build/examples_detection/images/thumb/sphx_glr_train_yolo_v3_thumb.png
     :alt: 07. Train YOLOv3 on PASCAL VOC

     :ref:`sphx_glr_build_examples_detection_train_yolo_v3.py`

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   /build/examples_detection/train_yolo_v3

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    <div class="sphx-glr-thumbcontainer" tooltip="Fine-tuning is commonly used approach to transfer previously trained model to a new dataset. It...">

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 .. figure:: /build/examples_detection/images/thumb/sphx_glr_finetune_detection_thumb.png
     :alt: 08. Finetune a pretrained detection model

     :ref:`sphx_glr_build_examples_detection_finetune_detection.py`

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    </div>


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   /build/examples_detection/finetune_detection

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    <div class="sphx-glr-thumbcontainer" tooltip="This article will shows how to play with pre-trained object detection models by running them di...">

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 .. figure:: /build/examples_detection/images/thumb/sphx_glr_demo_webcam_thumb.png
     :alt: 09. Run an object detection model on your webcam

     :ref:`sphx_glr_build_examples_detection_demo_webcam.py`

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    </div>


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   /build/examples_detection/demo_webcam

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    <div class="sphx-glr-thumbcontainer" tooltip="There is a dilemma that pre-trained public dataset detection models need finetuning before we c...">

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 .. figure:: /build/examples_detection/images/thumb/sphx_glr_skip_fintune_thumb.png
     :alt: 10. Skip Finetuning by reusing part of pre-trained model

     :ref:`sphx_glr_build_examples_detection_skip_fintune.py`

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   /build/examples_detection/skip_fintune

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    <div class="sphx-glr-thumbcontainer" tooltip="This article shows how to play with pre-trained CenterNet models with only a few lines of code.">

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 .. figure:: /build/examples_detection/images/thumb/sphx_glr_demo_center_net_thumb.png
     :alt: 11. Predict with pre-trained CenterNet models

     :ref:`sphx_glr_build_examples_detection_demo_center_net.py`

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    </div>


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   /build/examples_detection/demo_center_net

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    <div class="sphx-glr-thumbcontainer" tooltip="This tutorial shows how to install MXNet v1.6 (with Jetson support) and GluonCV on a Jetson mod...">

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 .. figure:: /build/examples_detection/images/thumb/sphx_glr_demo_jetson_thumb.png
     :alt: 12. Run an object detection model on NVIDIA Jetson module

     :ref:`sphx_glr_build_examples_detection_demo_jetson.py`

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    </div>


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   :hidden:

   /build/examples_detection/demo_jetson
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    <div class="sphx-glr-clear"></div>



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 .. container:: sphx-glr-footer
    :class: sphx-glr-footer-gallery


  .. container:: sphx-glr-download sphx-glr-download-python

    :download:`Download all examples in Python source code: examples_detection_python.zip </build/examples_detection/examples_detection_python.zip>`



  .. container:: sphx-glr-download sphx-glr-download-jupyter

    :download:`Download all examples in Jupyter notebooks: examples_detection_jupyter.zip </build/examples_detection/examples_detection_jupyter.zip>`


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 .. rst-class:: sphx-glr-signature

    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_