using yolox+deepsort for object-tracker

Overview

YOLOX_deepsort_tracker

yolox+deepsort实现目标跟踪

最新的yolox尝尝鲜~~(yolox正处在频繁更新阶段,因此直接链接yolox仓库作为子模块)

Install

  1. Clone the repository recursively:

    git clone --recurse-submodules https://github.com/pmj110119/YOLOX_deepsort_tracker.git

    If you already cloned and forgot to use --recurse-submodules you can run git submodule update --init(clone最新的YOLOX仓库)

  2. Make sure that you fulfill all the requirements: Python 3.8 or later with all requirements.txt dependencies installed, including torch>=1.7. To install, run:

    pip install -r requirements.txt

Select a YOLOX family model

  1. train your own model or just download pretrained models from https://github.com/Megvii-BaseDetection/YOLOX

  2. update the type and path of model in detector.py

    for example:

    class Detector(BaseDetector):
    	""" 
    	YOLO family: yolox-s, yolox-m, yolox-l, yolox-x, yolox-tiny, yolox-nano, yolov3
    	"""
        def init_model(self):
            self.yolox_name = 'yolox-m' 
            self.weights = 'weights/yolox_m.pth'
            
        """ """

Run demo

Track the video:

python demo.py

Detect the image:

coming soon...

Filter tracked classes

coming soon...

Train your own model

coming soon...

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