Giters

malei-pku / awesome-infrared-small-targets

List of awesome infrared small targets detection methods!

Geek Repo:Geek Repo

Github PK Tool:Github PK Tool

Awesome Infrared Small Targets

Awesome

Table of Contents

Background Suppression-Based Methods

  • Tophat, Morphology-based algorithm for point target detection in infrared backgrounds.

    • Tom V T, Peli T, Leung M, et al. Signal and Data Processing of Small Targets, 1993. International Society for Optics and Photonics, 1993.

  • MaxMedian, Max-mean and max-median filters for detection of small targets.

    • Deshpande S D, Er M H, Venkateswarlu R, et al. Signal and Data Processing of Small Targets, 1999. International Society for Optics and Photonics, 1999.

  • PFT, Spatio-temporal saliency detection using phase spectrum of Quaternion Fourier Transform.

    • Guo C, Ma Q, Zhang L. CVPR, 2008.

  • LACM-LSK, Robust infrared small target detection using local steering kernel reconstruction.

    • Li Y, Zhang Y. Pattern Recognition, 2018.

  • Infrared Small Target Detection by Density Peaks Searching and Maximum-Gray Region Growing.

    • Huang S, Peng Z, Wang Z, et al. TGRS Letters, 2019.

  • Structure-Adaptive Clutter Suppression for Infrared Small Target Detection: Chain-Growth Filtering.

    • Huang S, Liu Y, He Y, et al. Remote Sensing, 2020.

Human Visual System-Based Methods

  • LCM, A Local Contrast Method for Small Infrared Target Detection.

    • Chen C L P, Li H, Wei Y, et al. TGRS, 2013.

  • ILCM, A Robust Infrared Small Target Detection Algorithm Based on Human Visual System.

    • Han J, Ma Y, Zhou B, et al. TGRS Letters, 2014.

  • LSM, An Efficient Infrared Small Target Detection Method Based on Visual Contrast Mechanism.

    • Chen Y, Xin Y. TGRS Letters, 2016.

  • WLDM, Small infrared target detection based on weighted local difference measure.

    • Deng H, Sun X, Liu M, et al. TGRS, 2016.

  • IDoGb, An infrared small target detecting algorithm based on human visual system.

    • Han J, Ma Y, Huang J, et al. TGRS Letters, 2016.

  • NLCM, Effective infrared small target detection utilizing a novel local contrast method.

    • Qin Y, Li B. TGRS Letters, 2016.

  • MPCM, Multiscale patch-based contrast measure for small infrared target detection.

    • Wei Y, You X, Li H. Pattern Recognition, 2016.

  • LDM, Entropy-based window selection for detecting dim and small infrared targets.

    • Deng H, Sun X, Liu M, et al. Pattern Recognition, 2017.

  • DECM, Derivative entropy-based contrast measure for infrared small-target detection.

    • Bai X, Bi Y. TGRS, 2018.

  • RLCM, Infrared small target detection utilizing the multiscale relative local contrast measure.

    • Han J, Liang K, Zhou B, et al. TGRS Letters, 2018.

  • WMFD, Infrared small target detection based on flux density and direction diversity in gradient vector field.

    • Liu D, Cao L, Li Z, et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2018.

  • HB-MLCM, High-boost-based multiscale local contrast measure for infrared small target detection. TGRS Letters, 2017.

    • Shi Y, Wei Y, Yao H, et al.

  • Infrared Small Target Detection Based on Derivative Dissimilarity Measure.

    • Cao X, Rong C, Bai X. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2019.

Optimization-Based Methods

Matrix: Single-Subspace

  • IPI, Infrared patch-image model for small target detection in a single image.

    • Gao C, Meng D, Yang Y, et al. TIP, 2013.

  • NIPPS, Non-negative infrared patch-image model: Robust target-background separation via partial sum minimization of singular values.

    • Dai Y, Wu Y, Song Y, et al. Infrared Physics & Technology, 2017.

  • TV-PCP, Infrared dim target detection based on total variation regularization and principal component pursuit.

    • Wang X, Peng Z, Kong D, et al. Image and Vision Computing, 2017.

  • NRAM, Infrared small target detection via non-convex rank approximation minimization joint l2, 1 norm.

    • Zhang L, Peng L, Zhang T, et al. Remote Sensing, 2018.

  • NOLC, Infrared small target detection based on non-convex optimization with Lp-norm constraint.

    • Zhang T, Wu H, Liu Y, et al. Remote Sensing, 2019.

Matrix: Multi-Subspace

  • LRSR, Small infrared target detection based on low-rank and sparse representation.

    • He Y J, Li M, Zhang J L, et al. Infrared Physics & Technology, 2015.

  • SMSL, Infrared dim and small target detection based on stable multisubspace learning in heterogeneous scene.

    • Wang X, Peng Z, Kong D, et al. TGRS, 2017.

  • SRWS, Infrared small target detection via self-regularized weighted sparse model.

    • Zhang T, Peng Z, Wu H, et al. Neurocomputing, 2021.

Tensor

  • RIPT, Reweighted infrared patch-tensor model with both nonlocal and local priors for single-frame small target detection.

    • Dai Y, Wu Y. [J]. IEEE journal of selected topics in applied earth observations and remote sensing, 2017.

  • PSTNN, Infrared small target detection based on partial sum of the tensor nuclear norm.

    • Zhang L, Peng Z. Remote Sensing, 2019.

Deep Learning-Based Methods

  • MDvsFA cGan, Miss detection vs. false alarm: Adversarial learning for small object segmentation in infrared images.

    • Wang H, Zhou L, Wang L. ICCV, 2019.

  • ACM, Asymmetric contextual modulation for infrared small target detection.

    • Dai Y, Wu Y, Zhou F, et al. WACV, 2021.

Datasets

  • MDFA, Miss detection vs. false alarm: Adversarial learning for small object segmentation in infrared images.

    • Wang H, Zhou L, Wang L. ICCV, 2019.

  • SIRST, Asymmetric contextual modulation for infrared small target detection.

    • Dai Y, Wu Y, Zhou F, et al. WACV, 2021.

Note:

  • represents offical code.
  • represents reproduced code.

About

List of awesome infrared small targets detection methods!

License:MIT License