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https://github.com/Tianfang-Zhang/awesome-infrared-small-targets
List of awesome infrared small targets detection methods!
https://github.com/Tianfang-Zhang/awesome-infrared-small-targets
List: awesome-infrared-small-targets
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List of awesome infrared small targets detection methods!
- Host: GitHub
- URL: https://github.com/Tianfang-Zhang/awesome-infrared-small-targets
- Owner: Tianfang-Zhang
- License: mit
- Created: 2021-07-19T07:39:36.000Z (about 3 years ago)
- Default Branch: main
- Last Pushed: 2024-03-18T03:11:54.000Z (6 months ago)
- Last Synced: 2024-05-22T23:05:06.549Z (4 months ago)
- Size: 119 KB
- Stars: 187
- Watchers: 4
- Forks: 33
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# Awesome Infrared Small Targets
[](https://github.com/Tianfang-Zhang/awesome-infrared-small-targets)
### Table of Contents
- [Awesome Infrared Small Targets](#awesome-infrared-small-targets)
- [Table of Contents](#table-of-contents)
- [Background Suppression-Based Methods](#background-suppression-based-methods)
- [Human Visual System-Based Methods](#human-visual-system-based-methods)
- [Optimization-Based Methods](#optimization-based-methods)
- [Matrix: Single-Subspace](#matrix-single-subspace)
- [Matrix: Multi-Subspace](#matrix-multi-subspace)
- [Tensor: Single-Frame](#tensor-single-frame)
- [Tensor: Multi-Frame](#tensor-multi-frame)
- [Deep Learning-Based Methods](#deep-learning-based-methods)
- [Single-Frame](#single-frame)
- [Multi-Frame](#multi-frame)
- [Deep Unfolding-Based Methods](#deep-unfolding-based-methods)
- [Datasets](#datasets)
## [Background Suppression-Based Methods](#table-of-contents)
- **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**.
+ [](https://www.spiedigitallibrary.org/conference-proceedings-of-spie/1954/0000/Morphology-based-algorithm-for-point-target-detection-in-infrared-backgrounds/10.1117/12.157758.short)
- **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**.
+ [](https://www.spiedigitallibrary.org/conference-proceedings-of-spie/3809/0000/Max-mean-and-mamedian-filters-for-detection-of-small/10.1117/12.364049.short?SSO=1)
- **PFT**, Spatio-temporal saliency detection using phase spectrum of Quaternion Fourier Transform.
+ Guo C, Ma Q, Zhang L. **CVPR, 2008**.
+ [](https://ieeexplore.ieee.org/abstract/document/4587715)
- **LACM-LSK**, Robust infrared small target detection using local steering kernel reconstruction.
+ Li Y, Zhang Y. **Pattern Recognition, 2018**.
+ [](https://www.sciencedirect.com/science/article/abs/pii/S0031320317304983)
- Infrared Small Target Detection by Density Peaks Searching and Maximum-Gray Region Growing.
+ Huang S, Peng Z, Wang Z, et al. **TGRS Letters, 2019**.
+ [](https://ieeexplore.ieee.org/abstract/document/8715427) [](https://github.com/Suqi-Huang/DensityPeaksIR)
- **FKRW**, Infrared Small Target Detection Based on Facet Kernel and Random Walker.
+ Y. Qin, L. Bruzzone, C. Gao and B. Li. **TGRS, 2019**.
+ [](https://ieeexplore.ieee.org/document/8705367) [](https://github.com/tsinjiao/InfraredTargetDectectionFKRW)
- Structure-Adaptive Clutter Suppression for Infrared Small Target Detection: Chain-Growth Filtering.
+ Huang S, Liu Y, He Y, et al. **Remote Sensing, 2020**.
+ [](https://www.mdpi.com/2072-4292/12/1/47)
- Infrared small-target detection based on multiple morphological profiles.
+ M. Zhao, L. Li, W. Li, et al. **TGRS, 2020**.
+ [](https://ieeexplore.ieee.org/document/9200791)
## [Human Visual System-Based Methods](#table-of-contents)
- **LCM**, A Local Contrast Method for Small Infrared Target Detection.
+ Chen C L P, Li H, Wei Y, et al. **TGRS, 2013**.
+ [](https://ieeexplore.ieee.org/abstract/document/6479296)
- **ILCM**, A Robust Infrared Small Target Detection Algorithm Based on Human Visual System.
+ Han J, Ma Y, Zhou B, et al. **TGRS Letters, 2014**.
+ [](https://ieeexplore.ieee.org/abstract/document/6819810)
- **LSM**, An Efficient Infrared Small Target Detection Method Based on Visual Contrast Mechanism.
+ Chen Y, Xin Y. **TGRS Letters, 2016**.
+ [](https://ieeexplore.ieee.org/abstract/document/7466097)
- **WLDM**, Small infrared target detection based on weighted local difference measure.
+ Deng H, Sun X, Liu M, et al. **TGRS, 2016**.
+ [](https://ieeexplore.ieee.org/abstract/document/7460907)
- **IDoGb**, An infrared small target detecting algorithm based on human visual system.
+ Han J, Ma Y, Huang J, et al. **TGRS Letters, 2016**.
+ [](https://ieeexplore.ieee.org/abstract/document/7399358)
- **NLCM**, Effective infrared small target detection utilizing a novel local contrast method.
+ Qin Y, Li B. **TGRS Letters, 2016**.
+ [](https://ieeexplore.ieee.org/abstract/document/7725517)
- **MPCM**, Multiscale patch-based contrast measure for small infrared target detection.
+ Wei Y, You X, Li H. **Pattern Recognition, 2016**.
+ [](https://www.sciencedirect.com/science/article/abs/pii/S0031320316300358)
- **LDM**, Entropy-based window selection for detecting dim and small infrared targets.
+ Deng H, Sun X, Liu M, et al. **Pattern Recognition, 2017**.
+ [](https://www.sciencedirect.com/science/article/abs/pii/S0031320316301947)
- **DECM**, Derivative entropy-based contrast measure for infrared small-target detection.
+ Bai X, Bi Y. **TGRS, 2018**.
+ [](https://ieeexplore.ieee.org/abstract/document/8245877)
- **RLCM**, Infrared small target detection utilizing the multiscale relative local contrast measure.
+ Han J, Liang K, Zhou B, et al. **TGRS Letters, 2018**.
+ [](https://ieeexplore.ieee.org/abstract/document/8289318)
- **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**.
+ [](https://ieeexplore.ieee.org/abstract/document/8360016)
- **HB-MLCM**, High-boost-based multiscale local contrast measure for infrared small target detection.
+ Shi Y, Wei Y, Yao H, et al. **TGRS Letters, 2017**.
+ [](https://ieeexplore.ieee.org/abstract/document/8125583)
- 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**.
+ [](https://ieeexplore.ieee.org/abstract/document/8737845)
- Infrared Small Target Detection Via Center-surround Gray Difference Measure with Local Image Block Analysis.
+ Y. Li, Z. Li, Y. Shen and Z. Guo. **TAES, 2022**.
+ [](https://ieeexplore.ieee.org/document/9822383/)
- Weighted Local Ratio-Difference Contrast Method for Detecting an Infrared Small Target against Ground–Sky Background.
+ H. Wei, P. Ma, D. Pang et al. **Remote Sensing, 2022**.
+ [](https://www.mdpi.com/2072-4292/14/22/5636)
## [Optimization-Based Methods](#table-of-contents)
### [Matrix: Single-Subspace](#table-of-contents)
- **IPI**, Infrared patch-image model for small target detection in a single image.
+ Gao C, Meng D, Yang Y, et al. **TIP, 2013**.
+ [](https://ieeexplore.ieee.org/abstract/document/6595533) [](https://github.com/gaocq/IPI-for-small-target-detection)
- **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**.
+ [](https://www.sciencedirect.com/science/article/abs/pii/S1350449516303723) [](https://github.com/YimianDai/DENTIST)
- **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**.
+ [](https://www.sciencedirect.com/science/article/abs/pii/S0262885617300756) [](https://wang-xiaoyang.github.io/publication/2017-07-01-paper-title-number-2)
- **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**.
+ [](https://www.mdpi.com/2072-4292/10/11/1821) [](https://github.com/Lanneeee/NRAM)
- **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**.
+ [](https://www.mdpi.com/2072-4292/11/5/559) [](https://github.com/Tianfang-Zhang/NOLC)
- **RS1/2NIPI**, Detection of Small Target Using Schatten 1/2 Quasi-Norm Regularization with Reweighted Sparse Enhancement in Complex Infrared Scenes.
+ F. Zhou, Y. Wu, Y. Dai and P. Wang. **Remote Sensing, 2019**.
+ [](https://www.mdpi.com/2072-4292/11/17/2058)
### [Matrix: Multi-Subspace](#table-of-contents)
- **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**.
+ [](https://www.sciencedirect.com/science/article/abs/pii/S1350449514002576)
- **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**.
+ [](https://ieeexplore.ieee.org/abstract/document/7999276) [](https://wang-xiaoyang.github.io/publication/2017-08-01-paper-title-number-1)
- **SRWS**, Infrared small target detection via self-regularized weighted sparse model.
+ Zhang T, Peng Z, Wu H, et al. **Neurocomputing, 2021**.
+ [](https://www.sciencedirect.com/science/article/abs/pii/S0925231220313461) [](https://github.com/Tianfang-Zhang/SRWS)
### [Tensor: Single-Frame](#table-of-contents)
- **RIPT**, Reweighted infrared patch-tensor model with both nonlocal and local priors for single-frame small target detection.
+ Dai Y, Wu Y. **IEEE journal of selected topics in applied earth observations and remote sensing, 2017**.
+ [](https://ieeexplore.ieee.org/abstract/document/7932858) [](https://github.com/YimianDai/DENTIST)
- **PSTNN**, Infrared small target detection based on partial sum of the tensor nuclear norm.
+ Zhang L, Peng Z. **Remote Sensing, 2019**.
+ [](https://www.mdpi.com/2072-4292/11/4/382) [](https://github.com/Lanneeee/Infrared-Small-Target-Detection-based-on-PSTNN)
- **TCTHR**, Infrared Small Target Detection via Low-Rank Tensor Completion With Top-Hat Regularization.
+ H. Zhu, S. Liu, L. Deng, Y. Li and F. Xiao. **TGRS, 2020**.
+ [](https://ieeexplore.ieee.org/abstract/document/8867952)
- **METTR**, Infrared dim target detection via mode-k1k2 extension tensor tubal rank under complex ocean environment.
+ Z. Cao, X. Kong, Q. Zhu, S. Cao and Z. Peng. **ISPRS Journal of Photogrammetry and Remote Sensing, 2021**.
+ [](https://www.sciencedirect.com/science/article/pii/S0924271621002392)
- **LogTFNN**, Infrared Small Target Detection via Nonconvex Tensor Fibered Rank Approximation.
+ X. Kong, C. Yang, S. Cao, C. Li, Z. Peng. **TGRS, 2021**.
+ [](https://ieeexplore.ieee.org/abstract/document/9394596)
- **CMPG**, Infrared Small Target Detection via L0 Sparse Gradient Regularized Tensor Spectral Support Low-Rank Decomposition.
+ F. Zhou, M. Fu, Y. Duan et al. **TAES, 2022**.
+ [](https://ieeexplore.ieee.org/document/9903329)
### [Tensor: Multi-Frame](#table-of-contents)
- **STT**: Small Target Detection in Infrared Videos Based on Spatio-Temporal Tensor Model.
+ H. -K. Liu, L. Zhang and H. Huang. **TGRS, 2020**.
+ [](https://ieeexplore.ieee.org/document/9088265)
- **ECA-STT**: Edge and Corner Awareness-Based Spatial–Temporal Tensor Model for Infrared Small-Target Detection.
+ P. Zhang, L. Zhang, X. Wang, F. Shen, T. Pu and C. Fei. **TGRS, 2022**.
+ [](https://ieeexplore.ieee.org/document/9279305) [](https://github.com/ELOESZHANG/ECA-STT-for-IR-small-target-detection)
- **ASTTV-NTLA**: Nonconvex Tensor Low-Rank Approximation for Infrared Small Target Detection.
+ T. Liu et al. **TGRS, 2022**.
+ [](https://ieeexplore.ieee.org/abstract/document/9626011) [](https://github.com/LiuTing20a/ASTTV-NTLA)
- **IMNN-LWEC**: A Novel Infrared Small Target Detection Based on Spatial–Temporal Tensor Model.
+ Y. Luo, X. Li, S. Chen et al. **TGRS, 2022**.
+ [](https://ieeexplore.ieee.org/document/9991168/)
- **NPSTT**, Infrared Small Target Detection Using Nonoverlapping Patch Spatial–Temporal Tensor Factorization With Capped Nuclear Norm Regularization.
+ G. Wang, B. Tao, X. Kong and Z. Peng. **TGRS, 2022**.
+ [](https://ieeexplore.ieee.org/document/9606877)
- **SRSTT**, Sparse Regularization-Based Spatial-Temporal Twist Tensor Model for Infrared Small Target Detection.
+ J. Li, P. Zhang, L. Zhang and Z. Zhang. **TGRS, 2023**.
+ [](http://ieeexplore.ieee.org/document/10007842)
- **4-D TT/TR**, Infrared Small Target Detection Using Spatiotemporal 4-D Tensor Train and Ring Unfolding.
+ F. Wu, H. Yu, A. Liu, J. Luo and Z. Peng. **TGRS, 2023**.
+ [](https://ieeexplore.ieee.org/document/10156866) [](https://github.com/fengyiwu98/4D_ISTD)
- **WSWTNN-PnP**, Combining Deep Denoiser and Low-rank Priors for Infrared Small Target Detection.
+ T. Liu, Q. Yin, J. Yang, Y. Wang and W. An. **PR, 2023**.
+ [](https://www.sciencedirect.com/science/article/pii/S003132032200663X) [](https://github.com/LiuTing20a/WSWTNN-PnP)
- **3DSTPM**, Infrared Small Target Detection Combining Deep Spatial–Temporal Prior With Traditional Priors.
+ Z. Zhang, P. Gao, S. Ji, X. Wang, and P. Zhang. **TGRS, 2023**.
+ [](https://ieeexplore.ieee.org/document/10275009)
## [Deep Learning-Based Methods](#table-of-contents)
### [Single-Frame](#table-of-contents)
- **MDvsFA cGan**, Miss detection vs. false alarm: Adversarial learning for small object segmentation in infrared images.
+ Wang H, Zhou L, Wang L. **ICCV, 2019**.
+ [](https://openaccess.thecvf.com/content_ICCV_2019/html/Wang_Miss_Detection_vs._False_Alarm_Adversarial_Learning_for_Small_Object_ICCV_2019_paper.html) [](https://github.com/wanghuanphd/MDvsFA_cGAN)
- **ACM**, Asymmetric contextual modulation for infrared small target detection.
+ Dai Y, Wu Y, Zhou F, et al. **WACV, 2021**.
+ [](https://openaccess.thecvf.com/content/WACV2021/html/Dai_Asymmetric_Contextual_Modulation_for_Infrared_Small_Target_Detection_WACV_2021_paper.html) [](https://github.com/YimianDai/open-acm) [](https://github.com/Tianfang-Zhang/acm-pytorch)
- **TBC-Net**: A real-time detector for infrared small target detection using semantic constraint.
+ M. Zhao, L. Cheng, X. Yang, P. Feng, L. Liu and N. Wu. **arXiv, 2019**
+ [](https://arxiv.org/abs/2001.05852)
- **ALCNet**, Attentional Local Contrast Networks for Infrared Small Target Detection.
+ Y. Dai, Y. Wu, F. Zhou, K. J. I. T. o. G. Barnard and R. Sensing. **TGRS, 2021**
+ [](https://ieeexplore.ieee.org/abstract/document/9314219) [](https://github.com/YimianDai/open-alcnet)
- **DNANet**, Dense Nested Attention Network for Infrared Small Target Detection.
+ B. Li, C. Xiao, L. Wang, Y. Wang, Z. Lin, M. Li, et al. **TIP, 2022**
+ [](https://ieeexplore.ieee.org/iel7/83/4358840/09864119.pdf) [](https://github.com/YeRen123455/Infrared-Small-Target-Detection)
- Infrared Small-Dim Target Detection with Transformer under Complex Backgrounds
+ F. Liu, C. Gao, F. Chen, D. Meng, W. Zuo and X. Gao. **TIP, 2023**
+ [](https://ieeexplore.ieee.org/document/10298041)
- **EAAU-Net**: Enhanced asymmetric attention U-Net for infrared small target detection.
+ X. Tong, B. Sun, J. Wei, Z. Zuo and S. Su. **Remote Sensing, 2021**
+ [](https://www.mdpi.com/2072-4292/13/16/3200)
- **AGPCNet**, Attention-Guided Pyramid Context Networks for Infrared Small Target Detection.
+ Tianfang Zhang, Lei Li, Siying Cao, Tian Pu, Zhenming Peng. **TAES, 2023**
+ [](https://arxiv.org/abs/2111.03580) [](https://github.com/Tianfang-Zhang/AGPCNet)
- **IRSTFormer**: A Hierarchical Vision Transformer for Infrared Small Target Detection.
+ G. Chen, W. Wang and S. Tan. **Remote Sensing, 2022**
+ [](https://www.mdpi.com/2072-4292/14/14/3258/pdf)
- **APANet**, Novel Asymmetric Pyramid Aggregation Network for Infrared Dim and Small Target Detection.
+ G. Lv, L. Dong, J. Liang and W. Xu. **Remote Sensing, 2022**
+ [](https://www.mdpi.com/2072-4292/14/22/5643/pdf)
- Prior-Guided Data Augmentation for Infrared Small Target Detection.
+ A. Wang, W. Li, Z. Huang et al. **IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2022**
+ [](https://ieeexplore.ieee.org/document/9954129/)
- **IAANet**, Interior attention-aware network for infrared small target detection.
+ A. Wang, W. Li, Z. Huang et al. **TGRS, 2022**
+ [](https://ieeexplore.ieee.org/document/9745054/) [](https://github.com/kwwcv/iaanet)
- **ISNet**: Shape matters for infrared small target detection.
+ M. Zhang, R. Zhang, Y. Yang et al. **CVPR, 2022**
+ [](https://openaccess.thecvf.com/content/CVPR2022/papers/Zhang_ISNet_Shape_Matters_for_Infrared_Small_Target_Detection_CVPR_2022_paper.pdf)
- **UIUNet**: U-Net in U-Net for Infrared Small Object Detection.
+ X. Wu, D. Hong, J. Chanussot. **TIP, 2023**
+ [](https://ieeexplore.ieee.org/document/9989433) [](https://github.com/danfenghong/IEEE_TIP_UIU-Net)
- **MTUNet**: Multilevel TransUNet for Space-Based Infrared Tiny Ship Detection.
+ T. Wu et al. **TGRS, 2023**
+ [](https://ieeexplore.ieee.org/document/10011449) [](https://github.com/TianhaoWu16/Multi-level-TransUNet-for-Space-based-Infrared-Tiny-ship-Detection)
- **LESPS**: Mapping Degeneration Meets Label Evolution: Learning Infrared Small Target Detection with Single Point Supervision.
+ X. Ying et al. **CVPR, 2023**
+ [](https://arxiv.org/pdf/2304.01484.pdf) [](https://github.com/XinyiYing/LESPS)
- **RDIAN**, Receptive-Field and Direction Induced Attention Network for Infrared Dim Small Target Detection With a Large-Scale Dataset IRDST.
+ H. Sun, J. Bai, F. Yang and X. Bai. **TGRS, 2023**
+ [](https://ieeexplore.ieee.org/document/10011452) [](https://github.com/sun11999/RDIAN)
- Monte Carlo Linear Clustering with Single-Point Supervision is Enough for Infrared Small Target Detection
+ B. Li et al. **ICCV, 2023**
+ [](https://openaccess.thecvf.com/content/ICCV2023/html/Li_Monte_Carlo_Linear_Clustering_with_Single-Point_Supervision_is_Enough_for_ICCV_2023_paper.html)
### [Multi-Frame](#table-of-contents)
- A Spatial-Temporal Feature-Based Detection Framework for Infrared Dim Small Target.
+ J. Du et al. **TGRS, 2022**
+ [](https://ieeexplore.ieee.org/document/10011452)
- **STDMANet**: Spatio-Temporal Differential Multiscale Attention Network for Small Moving Infrared Target Detection.
+ P. Yan, R. Hou, X. Duan, C. Yue, X. Wang, and X. Cao. **TGRS, 2023**
+ [](https://ieeexplore.ieee.org/document/10034772)
- **SSTNet**: Sliced Spatio-Temporal Network With Cross-Slice ConvLSTM for Moving Infrared Dim-Small Target Detection.
+ S. Chen, L. Ji, J. Zhu, M. Ye, and X. Yao. **TGRS, 2024**
+ [](https://ieeexplore.ieee.org/document/10381806)
- **ST-Trans**: Spatial-Temporal Transformer for Infrared Small Target Detection in Sequential Images.
+ X. Tong et al. **TGRS, 2024**
+ [](https://ieeexplore.ieee.org/document/10409231)
- Direction-Coded Temporal U-Shape Module for Multiframe Infrared Small Target Detection.
+ R. Li et al. **TNNLS, 2023**
+ [](https://ieeexplore.ieee.org/document/10321723)
## [Deep Unfolding-Based Methods](#table-of-contents)
- **RPCANet**: Deep Unfolding RPCA Based Infrared Small Target Detection.
+ F. Wu, T. Zhang, L. Li, Y. Huang, and Z. Peng. **WACV, 2024**
+ [](https://openaccess.thecvf.com/content/WACV2024/html/Wu_RPCANet_Deep_Unfolding_RPCA_Based_Infrared_Small_Target_Detection_WACV_2024_paper.html) [](https://github.com/fengyiwu98/RPCANet)
## [Datasets](#table-of-contents)
- **MDFA**, Miss detection vs. false alarm: Adversarial learning for small object segmentation in infrared images.
+ Wang H, Zhou L, Wang L. **ICCV, 2019**.
+ [](https://openaccess.thecvf.com/content_ICCV_2019/html/Wang_Miss_Detection_vs._False_Alarm_Adversarial_Learning_for_Small_Object_ICCV_2019_paper.html) [](https://github.com/wanghuanphd/MDvsFA_cGAN)
- **SIRST**, Asymmetric contextual modulation for infrared small target detection.
+ Dai Y, Wu Y, Zhou F, et al. **WACV, 2021**.
+ [](https://openaccess.thecvf.com/content/WACV2021/html/Dai_Asymmetric_Contextual_Modulation_for_Infrared_Small_Target_Detection_WACV_2021_paper.html) [](https://github.com/YimianDai/sirst)
- **SIRST-Aug**, Attention-Guided Pyramid Context Networks for Infrared Small Target Detection.
+ Tianfang Zhang, Lei Li, Siying Cao, Tian Pu, Zhenming Peng. **TAES, 2023**
+ [](https://arxiv.org/abs/2111.03580) [](https://github.com/Tianfang-Zhang/AGPCNet)
- **NUDT-SIRST**, Dense Nested Attention Network for Infrared Small Target Detection.
+ B. Li, C. Xiao, L. Wang, Y. Wang, Z. Lin, M. Li, et al. **TIP, 2022**
+ [](https://ieeexplore.ieee.org/iel7/83/4358840/09864119.pdf) [](https://github.com/YeRen123455/Infrared-Small-Target-Detection)
- **IRSTD-1k**: Shape matters for infrared small target detection.
+ M. Zhang, R. Zhang, Y. Yang et al. **CVPR, 2022**
+ [](https://openaccess.thecvf.com/content/CVPR2022/papers/Zhang_ISNet_Shape_Matters_for_Infrared_Small_Target_Detection_CVPR_2022_paper.pdf) [](https://github.com/RuiZhang97/ISNet)
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Note:
-  represents offical code.
-  represents reproduced code.