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PedestrianDetection

codes for pedestrian detection

CSP

  • Origin repo: https://github.com/polariseee/CSP-pedestrian-pytorch . Codes have been made some changes in this repo
  • My best MR^-2 is 5.59%, a little better from the author's(5.84%)
  • follow the origin repo to configure, and follow the UseIntro.txt to use my code.

F2DNet

refer to the Readme.md in file F2DNet

Pedestron

refer to the Readme.md in file Pedestron

My method

The structure of CSP:
image

CSP_HeadCenter_3×3

  • add a head branch(head center) with [conv 1×1×256] after "conv 3×3×256"

CSP_Head_FeatureMap

  • add a head branch(head center + head scale + offset) with [conv 3×3×256 --> 3* conv 1×1×256] after feature map

CSP_Head_3×3

  • add a head branch(head center + head scale + offset) with [3* conv 1×1×256] after "conv 3×3×256"

My results

  • training and testing different methods using different loss weights
  • best result is 5.42%MR^-2 with CSP_HeadCenter_3×3 and the loss weight of head center is 0.005. (a 0.17% improvement compared with the CSP code!)

CSP-Gui

  • need PyQt 5.15.9
  • MainWindow
    image
  • Training: can change configs and print trainging logs
Train.mp4
  • Test: can choose images and modes to test,score and nms threshold can be changed,test results will be shown and printed
Test.mp4
  • Track: can choose videos or open camera to track,should firstly detect a frame and then choose one tracking method(tradition methods) to track
Track.mp4

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