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This repository contains the codes for DEMNet: Dual-Encoder-Decoder Multi-Frame Infrared Small Target Detection Network with Motion Encoding

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DEMNet

This repository contains the codes for DEMNet: Dual-Encoder-Decoder Multi-Frame Infrared Small Target Detection Network with Motion Encoding. Code will be available after the paper is accepted.

Requirements

  • Python 3
  • torch
  • mmdet
  • tqbm
  • DCNv2
  • scikit-image
  • thop
  • skimage
  • numpy
  • matplotlib
  • PIL
  • scipy

Datasets

./dataset DAUB_DTUM NUDT-MIRST

Train

python train.py --model 'WATP_DTUM_concat' --loss_func 'fullySup' --train 1 --test 0 --fullySupervised True --device cuda:1 --epochs 20 --dataset 'DAUB_DTUM'

Test

python train.py --model 'WATP_DTUM_concat' --loss_func 'fullySup' --train 0 --test 1 --fullySupervised True --device cuda:0 --epochs 20 --dataset 'DAUB_DTUM' --pth_path DAUB_best.pth

python train.py --model 'WATP_DTUM_concat' --loss_func 'fullySup' --train 0 --test 1 --fullySupervised True --device cuda:1 --epochs 20 --dataset 'NUDT-MIRSDT' --pth_path NUDT_best.pth

Link to the pretrained modle weights. https://pan.baidu.com/s/15ycP9mAeGK0hx6fbeaOGrg?pwd=2494 Link to NUDT-MIRSDT dataset. https://pan.baidu.com/s/1-AxP-l75vrgm8p1nv0BWFQ?pwd=sf21

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This repository contains the codes for DEMNet: Dual-Encoder-Decoder Multi-Frame Infrared Small Target Detection Network with Motion Encoding

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