├── DAOD4RSIs.md ├── FSOD4RSIs.md ├── README.md ├── SSOD4RSIs.md └── WSOD4RSIs.md /DAOD4RSIs.md: -------------------------------------------------------------------------------- 1 | # Domain-Adaptive Object Detection 2 | 3 | ### Survey 4 | - [Remote Sensing] **The Eyes of the Gods: A Survey of Unsupervised Domain Adaptation Methods Based on Remote Sensing Data** [[Paper]](https://www.mdpi.com/2072-4292/14/17/4380) 5 | 6 | ### 2020 7 | - `---` [Remote Sensing] **A Method for Vehicle Detection in High-Resolution Satellite Images that Uses a Region-Based Object Detector and Unsupervised Domain Adaptation** [[Paper]](https://www.mdpi.com/2072-4292/12/3/575) 8 | 9 | ### 2021 10 | - `---` [Remote Sensing] **Domain Adaptive Ship Detection in Optical Remote Sensing Images** [[Paper]](https://www.mdpi.com/2072-4292/13/16/3168) 11 | 12 | ### 2022 13 | - `FADA` [TGRS] **FADA: Feature Aligned Domain Adaptive Object Detection in Remote Sensing Imagery** [[Paper]](https://ieeexplore.ieee.org/abstract/document/9695473) 14 | - `RFA-Net` [JSTARS] **RFA-Net: Reconstructed Feature Alignment Network for Domain Adaptation Object Detection in Remote Sensing Imagery** [[Paper]](https://ieeexplore.ieee.org/abstract/document/9829266) 15 | - `---` [MTAP] **RFA-Net: Reconstructed Feature Alignment Network for Domain Adaptation Object Detection in Remote Sensing Imagery** [[Paper]](https://link.springer.com/article/10.1007/s11042-021-10833-z) 16 | 17 | ### 2023 18 | - `---` [ICUS] **Cross-Domain Remote Sensing Image Object Detection Based on Multi-Scale Domain Adaptive Teacher Network** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10318282) 19 | - `DualDA-Net` [TGRS] **DualDA-Net: Dual-Head Rectification for Cross-Domain Object Detection of Remote Sensing** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10149488) 20 | - `---` [JSTARS] **Unsupervised Domain Adaptation With Debiased Contrastive Learning and Support-Set Guided Pseudolabeling for Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/document/10380690) 21 | 22 | ### 2024 23 | - `CR-Mixing` [TGRS] **Confidence-Driven Region Mixing for Optical Remote Sensing Domain Adaptation Object Detection** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10568180) 24 | - `---` [Remote Sensing] **Rotation-Invariant and Relation-Aware Cross-Domain Adaptation Object Detection Network for Optical Remote Sensing Images** [[Paper]](https://www.mdpi.com/2072-4292/13/21/4386) 25 | - `---` [ArXiv] **Source-free Domain Adaptive Object Detection in Remote Sensing Images** [[Paper]](https://arxiv.org/abs/2401.17916) 26 | - `CDST` [TGRS] **Self-Training-Based Unsupervised Domain Adaptation for Object Detection in Remote Sensing Imagery** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10677431) 27 | - `PITM` [TGRS] **Domain Adaptive Oriented Object Detection From Optical to SAR Images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10793425) 28 | - `---` [JSTARS] **Multilevel Unsupervised Domain Adaptation for Single-Stage Object Detection in Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10715498) 29 | - `---` [TGRS] **Domain Adaptation With Contrastive Learning for Object Detection in Satellite Imagery** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10505321) 30 | - `---` [ISPRS] **Hierarchical alignment network for domain adaptive object detection in aerial images** [[Paper]](https://www.sciencedirect.com/science/article/abs/pii/S0924271624000054) [[Code]](https://github.com/MaYou1997/HANet) 31 | - `---` [Geo-spatial Information Science] **Multi-level domain perturbation for source-free object detection in remote sensing images** [[Paper]](https://www.tandfonline.com/doi/full/10.1080/10095020.2024.2378920) 32 | - `SFOD-RS` [IGARSS] **CLIP-guided Source-free Object Detection in Aerial Images** [[Paper]](https://arxiv.org/abs/2401.05168) [[Code]](https://github.com/Lans1ng/SFOD-RS) 33 | 34 | ### 2025 35 | - `GOOD` [ISPRS] **GOOD: Towards domain generalized oriented object detection** [[Paper]](https://www.sciencedirect.com/science/article/abs/pii/S0924271625000838?via%3Dihub) [[Code]](https://github.com/BiQiWHU/GOOD) 36 | 37 | - `FIE-Net` [TGRS] **FIE-Net: Foreground Instance Enhancement Network for Domain Adaptation Object Detection in Remote Sensing Imagery** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10960542) [[Code]](https://github.com/Lab-PANbin/) 38 | 39 | 40 | 41 | 42 | 43 | 44 | 45 | -------------------------------------------------------------------------------- /FSOD4RSIs.md: -------------------------------------------------------------------------------- 1 | # Few-shot Object Detection 2 | 3 | **Few-shot object detection aims to train an object detecter with a small number of labeled samples, commonly using meta-learning, transfer learning, and data augmentation to improve generalization ability.** 4 | 5 | ### 2021 6 | - `FSODM` [TGRS] **Few-Shot Object Detection on Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/9362267) [[Code]](https://github.com/lixiang-ucas/FSODM) 7 | 8 | - `P-CNN` [TGRS] **Prototype-CNN for few-shot object detection in remote sensing images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/9435769) [[Code]](https://github.com/Ybowei/P-CNN) 9 | 10 | - `PAMS-Det` [GRSL] **Few-shot object detection of remote sensing images via two-stage fine-tuning** [[Paper]](https://ieeexplore.ieee.org/abstract/document/9566599) 11 | 12 | - `---` [JSTARS] **Few-shot object detection with self-adaptive attention network for remote sensing images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/9426416) 13 | 14 | - `---` [Remote Sensing] **Few-Shot Object Detection on Remote Sensing Images via Shared Attention Module and Balanced Fine-Tuning Strategy** [[Paper]](https://www.mdpi.com/2072-4292/13/19/3816) 15 | 16 | - `OFA` [CEI] **Oriented Feature Augmentation for Few-Shot Object Detection in Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/9574548) 17 | 18 | - `DH-FSDet` [ICCVW] **Double Head Predictor Based Few-Shot Object Detection for Aerial Imagery** [[Paper]](https://openaccess.thecvf.com/content/ICCV2021W/LUAI/html/Wolf_Double_Head_Predictor_Based_Few-Shot_Object_Detection_for_Aerial_Imagery_ICCVW_2021_paper.html) [[Code]](https://github.com/Jonas-Meier/FrustratinglySimpleFsDet) 19 | 20 | - `---` [ICMLA] **Experience feedback using Representation Learning for Few-Shot Object Detection on Aerial Images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/9680249) 21 | 22 | - `SCoDANet` [TGRS] **Solo-to-Collaborative Dual-Attention Network for One-Shot Object Detection in Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/9471793) 23 | 24 | 25 | ### 2022 26 | - `CIR-FSD` [Remote Sensing] **Context information refinement for few-shot object detection in remote sensing images** [[Paper]](https://www.mdpi.com/2072-4292/14/14/3255) 27 | 28 | - `---` [GRSL] **Few-Shot Object Detection via Context-Aware Aggregation for Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/9765514) 29 | 30 | - `MM-RCNN` [TGRS] **MM-RCNN: Toward Few-Shot Object Detection in Remote Sensing Images With Meta Memory** [[Paper]](https://ieeexplore.ieee.org/abstract/document/9982437) 31 | 32 | - `---` [JSTARS] **Few-shot object detection with self-adaptive global similarity and two-way foreground stimulator in remote sensing images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/9872026) 33 | 34 | - `TFACSC` [GRSL] **Few-Shot Object Detection of Remote Sensing Image via Calibration** [[Paper]](https://ieeexplore.ieee.org/abstract/document/9810921) 35 | 36 | - `---` [Remote Sensing] **Few Shot Object Detection for SAR Images via Feature Enhancement and Dynamic Relationship Modeling** [[Paper]](https://www.mdpi.com/2072-4292/14/15/3669) 37 | 38 | - `---` [GRSL] **Multi-Scale Context-Aware R-Cnn for Few-Shot Object Detection in Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/9883807) 39 | 40 | - `FSODS` [TGRS] **FSODS: A Lightweight Metalearning Method for Few-Shot Object Detection on SAR Images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/9834978) 41 | 42 | - `MSOC` [TGRS] **Multiscale Object Contrastive Learning-Derived Few-Shot Object Detection in VHR Imagery** [[Paper]](https://ieeexplore.ieee.org/abstract/document/9984671) [[Code]](https://github.com/RS-CSU/MSOC) 43 | 44 | - `AFMR` [TGRS] **Few-Shot Multi-Class Ship Detection in Remote Sensing Images Using Attention Feature Map and Multi-Relation Detector** [[Paper]](https://www.mdpi.com/2072-4292/14/12/2790) 45 | 46 | - `---` [IGARSS] **Diversity Measurement-Based Meta-Learning for Few-Shot Object Detection of Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/9884721) 47 | 48 | - `---` [MMSP] **Multi-scale Self-attention-based Few-shot Object Detection for Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/9949538) 49 | 50 | - `NPDEL` [IGARSS] **Non-Local Proposal Dynamic Enhancement Learning for Few-Shot Object Detection in Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/9883058) 51 | 52 | - `---` [Remote Sensing] **Few-Shot Aircraft Detection in Satellite Videos Based on Feature Scale Selection Pyramid and Proposal Contrastive Learning** [[Paper]](https://www.mdpi.com/2072-4292/14/18/4581) 53 | 54 | - `---` [IGARSS] **Few-Shot SAR Ship Image Detection Using Two-Stage Cross-Domain Transfer Learning** [[Paper]](https://ieeexplore.ieee.org/abstract/document/9883172) 55 | 56 | - `---` [CISP-BMEI] **Dual-Enhanced-CNN for Few-Shot Object Detection in Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/9979831) 57 | 58 | ### 2023 59 | - `TINet` [TGRS] **Transformation-Invariant Network for Few-Shot Object Detection in Remote-Sensing Images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10318106) 60 | 61 | - `G-FSDet` [ISPRS] **Generalized few-shot object detection in remote sensing images** [[Paper]](https://www.sciencedirect.com/science/article/abs/pii/S0924271622003197) [[Code]](https://github.com/RSer-XDU/G-FSDet) 62 | 63 | - `AACE` [TGRS] **Automatic Aug-Aware Contrastive Proposal Encoding for Few-Shot Object Detection of Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10182281) 64 | 65 | - `---` [Remote Sensing] **Few-Shot Object Detection in Remote Sensing Imagery via Fuse Context Dependencies and Global Features** [[Paper]](https://www.mdpi.com/2072-4292/15/14/3462) 66 | 67 | - `DPL-Net` [TGRS] **Discriminative Prototype Learning for Few-Shot Object Detection in Remote-Sensing Images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10292784) 68 | 69 | - `TEMO` [TGRS] **Few-Shot Object Detection in Aerial Imagery Guided by Text-Modal Knowledge** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10056362) 70 | 71 | - `---` [JSTARS] **Few-Shot Object Detection Based on Contrastive Class-Attention Feature Reweighting for Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10375080) 72 | 73 | - `TSF-RGR` [Remote Sensing] **Text Semantic Fusion Relation Graph Reasoning for Few-Shot Object Detection on Remote Sensing Images** [[Paper]](https://www.mdpi.com/2072-4292/15/5/1187) 74 | 75 | - `---` [Remote Sensing] **Scale Information Enhancement for Few-Shot Object Detection on Remote Sensing Images** [[Paper]](https://www.mdpi.com/2072-4292/15/22/5372) 76 | 77 | - `FsCIT` [TGRS] **Robust Few-Shot Aerial Image Object Detection via Unbiased Proposals Filtration** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10197537) 78 | 79 | - `---` [JAG] **Few-shot object detection on aerial imagery via deep metric learning and knowledge inheritance** [[Paper]](https://www.sciencedirect.com/science/article/pii/S1569843223002212) 80 | 81 | 82 | - `MOCA-Net` [Remote Sensing] **Multi-Oriented Enhancement Branch and Context-Aware Module for Few-Shot Oriented Object Detection in Remote Sensing Images** [[Paper]](https://www.mdpi.com/2072-4292/15/14/3544) 83 | 84 | - `---` [AIAC] **Information Extraction Enhancement for Few-Shot Object Detection in Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10491605) 85 | 86 | 87 | - `PCLDet` [TGRS] **PCLDet: Prototypical Contrastive Learning for Fine-Grained Object Detection in Remote Sensing Images** [[Paper]]( 88 | https://ieeexplore.ieee.org/abstract/document/10164230) 89 | 90 | - `---` [AIMLR] **Pixel Attention Feature Pyramid Network for Few-Shot Object Detection in Remote Sensing Images** [[Paper]]( 91 | https://dl.acm.org/doi/abs/10.1145/3625343.3625362) 92 | 93 | - `---` [IGARSS] **Features Matter: Cross-Domain Mutual Centralized Learning for Few Shot Remote Sensing Object Detection** [[Paper]]( 94 | https://ieeexplore.ieee.org/abstract/document/10282953) 95 | 96 | ### 2024 97 | - `ST-FSOD` [TGRS] **Few-shot object detection in remote sensing: Lifting the curse of incompletely annotated novel objects** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10384561) [[Code]](https://github.com/zhu-xlab/ST-FSOD) 98 | 99 | - `AMTN` [JAG] **Adaptive meta-knowledge transfer network for few-shot object detection in very high resolution remote sensing images** [[Paper]](https://www.sciencedirect.com/science/article/pii/S1569843224000293) 100 | 101 | - `FSOD4RSI` [JSTARS] **FSOD4RSI: Few-Shot Object Detection for Remote Sensing Images via Features Aggregation and Scale Attention** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10423123) 102 | 103 | - `---` [TGRS] **Few-Shot Object Detection With Multilevel Information Interaction for Optical Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10551280) 104 | 105 | - `---` [CVPRW] **Exploring Robust Features for Few-Shot Object Detection in Satellite Imagery** [[Paper]](https://openaccess.thecvf.com/content/CVPR2024W/EarthVision/html/Bou_Exploring_Robust_Features_for_Few-Shot_Object_Detection_in_Satellite_Imagery_CVPRW_2024_paper.html) 106 | 107 | - `AOFS` [JSTARS] **Arbitrary Oriented Few-Shot Object Detection in Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10680374) 108 | 109 | - `FSIOD-DFP` [TGRS] **Few-Shot Incremental Object Detection in Aerial Imagery via Dual-Frequency Prompt** [[Paper]](https://ieeexplore.ieee.org/document/10530054) 110 | 111 | - `---` [Information Fusion] **Unified multimodal fusion transformer for few shot object detection for remote sensing images** [[Paper]](https://www.sciencedirect.com/science/article/abs/pii/S1566253524002860) [[Code]](https://github.com/abdullah-azeem/umft) 112 | 113 | - `SAE-FSDet` [TGRS] **Few-Shot Object Detection in Remote-Sensing Images via Label-Consistent Classifier and Gradual Regression** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10445268) [[Code]](https://github.com/YanxingLiu/SAE-FSDet) 114 | 115 | - `B-FSDet` [Sensors] **Few-Shot Object Detection in Remote Sensing Images via Data Clearing and Stationary Meta-Learning** [[Paper]](https://www.mdpi.com/1424-8220/24/12/3882) 116 | 117 | - `RP-FSOD` [TCSVT] **Retentive Compensation and Personality Filtering for Few-Shot Remote Sensing Object Detection** [[Paper]](https://www.mdpi.com/1424-8220/24/12/3882) [[Code]](https://github.com/yomik-js/RP-FSOD) 118 | 119 | - `---` [ArXiv] **Efficient Meta-Learning Enabled Lightweight Multiscale Few-Shot Object Detection in Remote Sensing Images** [[Paper]](https://arxiv.org/abs/2404.18426) 120 | 121 | - `BOSS` [TGRS] **Balanced Orthogonal Subspace Separation Detector for Few-Shot Object Detection in Aerial Imagery** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10586858) 122 | 123 | - `SMDC-Net` [TGRS] **SMDC-Net: Saliency-Guided Multihead Distribution Calibration Network for Few-Shot Object Detection on Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10494749) 124 | 125 | - `---` [DTPI] **Feature Weighting and Fusion for Few-shot Object Detection in Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10778833) 126 | 127 | - `---` [IGARSS] **Advancing Controllable Diffusion Model for Few-Shot Object Detection in Optical Remote Sensing Imagery** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10642625) 128 | 129 | - `---` [TGRS] **Class Hierarchy-Guided Generalized Few-Shot Ship Detection in Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10606235) 130 | 131 | - `---` [Remote Sensing] **Multi-Modal Prototypes for Few-Shot Object Detection in Remote Sensing Images** [[Paper]](https://www.mdpi.com/2072-4292/16/24/4693) 132 | 133 | - `---` [Front. Neurosci.] **In defense of local descriptor-based few-shot object detection** [[Paper]](https://www.frontiersin.org/journals/neuroscience/articles/10.3389/fnins.2024.1349204/full) 134 | 135 | - `---` [IET Image Processing] **Few-shot object detection based on global context and implicit knowledge decoupled head** [[Paper]](https://ietresearch.onlinelibrary.wiley.com/doi/full/10.1049/ipr2.13040) 136 | 137 | - `FSDD` [IGARSS] **Improving Few-Shot and Cross-Domain Object Detection on Aerial Images with a Diffusion-Based Detector** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10642125) 138 | 139 | - `---` [IGARSS] **How to Efficiently Adapt Foundation Models to Remote Sensing for Object Detection?** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10642561) 140 | 141 | - `---` [TGRS] **Balancing Attention to Base and Novel Categories for Few-Shot Object Detection in Remote Sensing Imagery** [[Paper]](https://ieeexplore.ieee.org/document/10781448) [[Code]](https://ieeexplore.ieee.org/document/10781448) 142 | 143 | ### 2025 144 | - `EC-FSOD` [IEEE Access] **Few-Shot Object Detection in Remote Sensing: Mitigating Label Inconsistencies and Navigating Category Variations** [[Paper]](https://ieeexplore.ieee.org/document/10835074) [[Code]](https://github.com/stcnjtech/EC-FSOD) 145 | 146 | - `CGK-FSOD` [TGRS] **Controllable Generative Knowledge Driven Few-Shot Object Detection from Optical Remote Sensing Imagery** [[Paper]](https://ieeexplore.ieee.org/document/10884786) 147 | 148 | - `GE-FSOD` [TCSVT] **Generalization-Enhanced Few-Shot Object Detection in Remote Sensing** [[Paper]](https://ieeexplore.ieee.org/document/10836905) [[Code]](https://github.com/leenamx/GE-FSOD) 149 | 150 | - `RST R-CNN` [CVAA] **RST R-CNN: a triplet matching few-shot remote sensing object detection framework** [[Paper]](https://doi.org/10.1117/12.3055815) 151 | 152 | - `---` [Remote Sensing] **Advancing Fine-Grained Few-Shot Object Detection on Remote Sensing Images with Decoupled Self-Distillation and Progressive Prototype Calibration** [[Paper]](https://www.mdpi.com/2072-4292/17/3/495) 153 | 154 | - `CAMCFormer` [TGRS] **CAMCFormer: Cross-Attention and Multi-Correlation Aided Transformer for Few-Shot Object Detection in Optical Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10892299) 155 | 156 | - `GIDR` [TGRS] **Global-integrated and Drift-rectified Imprinting for Few-Shot Remote Sensing Object Detection** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10904894) [[Code]](https://github.com/Ybowei/GIDR) 157 | 158 | - `---` [EAAI] **Enhanced few-shot object detection for remote sensing images based on target characteristics** [[Paper]](https://www.sciencedirect.com/science/article/abs/pii/S095219762500315X) 159 | 160 | - `SFIDM` [Remote Sensing] **SFIDM: Few-Shot Object Detection in Remote Sensing Images with Spatial-Frequency Interaction and Distribution Matching** [[Paper]](https://www.mdpi.com/2072-4292/17/6/972) 161 | 162 | - `FFARPNet` [ICASSP] **Few-Shot Object Detection in Satellite Imagery with Feature Fusion Pyramid and Adaptive Region Proposal Networks** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10890247) 163 | 164 | - `MemDeT` [TGRS] **Memory-Augmented Detection Transformer for Few-Shot Object Detection in Remote Sensing Imagery** [[Paper]](http://ieeexplore.ieee.org/abstract/document/10971406) 165 | 166 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Label-Efficient-Object-Detection-in-Remote-Sensing-Images 2 | 3 | 4 | A curated list of awesome label-efficient (semi-supervised/ weakly-supervised/ few-shot/ domain adaptive) object detection resources in remote sensing images. 5 | 6 | ## Contents 7 | - [Few-shot Object Detection](./FSOD4RSIs.md) 8 | - [Weakly-supervised Object Detection](./WSOD4RSIs.md) 9 | - [Semi-supervised Object Detection](./SSOD4RSIs.md) 10 | - [Domain Adaptive Object Detection](./DAOD4RSIs.md) 11 | 12 | -------------------------------------------------------------------------------- /SSOD4RSIs.md: -------------------------------------------------------------------------------- 1 | # Semi-supervised Object Detection 2 | 3 | **Semi-supervised object detection aims to combine a small amount of labeled data with a large amount of unlabeled data, improving object detection performance through pseudo-labeling or consistency regularization.** 4 | 5 | ### 2021 6 | - `SSOD-RS` [IGARSS] **Semi-Supervised Object Detection Framework with Object First Mixup for Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/9554202) 7 | 8 | 9 | ### 2023 10 | 11 | - `SOOD` [CVPR] **SOOD: Towards Semi-Supervised Oriented Object Detection** [[Paper]](https://arxiv.org/abs/2304.04515) [[Code]](https://github.com/HamPerdredes/SOOD) 12 | 13 | - `PCT` [TGRS] **Enhancing Prospective Consistency for Semisupervised Object Detection in Remote-Sensing Images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10234445) 14 | 15 | - `RS-PCL` [ICDIP] **Semi-supervised Object Detection for Remote Sensing Images via Pseudo Labeling and Consistency Learning: RS-PCL for SSOD in Remote Sensing Images** [[Paper]](https://dl.acm.org/doi/abs/10.1145/3604078.3604114) 16 | 17 | - `P2ONet` [ICIP] **Weakly Semi-Supervised Oriented Object Detection with Points** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10222508) 18 | 19 | - `KCR` [CVPR] **Knowledge Combination to Learn Rotated Detection Without Rotated Annotation** [[Paper]](https://zhuanlan.zhihu.com/p/620377685) [[Code]](https://github.com/alanzty/KCR-Official) 20 | 21 | - `---` [Remote Sensing] **Semi-Supervised Person Detection in Aerial Images with Instance Segmentation and Maximum Mean Discrepancy Distance** [[Paper]](https://www.mdpi.com/2072-4292/15/11/2928） 22 | 23 | ### 2024 24 | - `OSSOD` [JAG] **Semi-supervised object detection with uncurated unlabeled data for remote sensing images** [[Paper]](https://www.sciencedirect.com/science/article/pii/S1569843224001687) [[Code]](https://github.com/Lans1ng/OSSOD) 25 | 26 | - `---` [IJCNN] **Mining Oriented Information for Semi-Supervised Object Detection in Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/document/10650864) 27 | 28 | - `---` [TGRS] **Global Focal Learning for Semi-Supervised Oriented Object Detection** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10623510) 29 | 30 | - `PST` [TGRS] **Pseudo-Siamese Teacher for Semi-Supervised Oriented Object Detection** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10478026) 31 | 32 | - `S2O-Det` [TII] **S2O-Det: A Semisupervised Oriented Object Detection Network for Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10542972) 33 | 34 | - `---` [IGARSS] **Weakly Semi-Supervised Oriented with Points for Remote Sensing Vehicle Detection** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10640658) 35 | 36 | - `SSOD-QCTR` [Remote Sensing] **SSOD-QCTR: Semi-Supervised Query Consistent Transformer for Optical Remote Sensing Image Object Detection** [[Paper]](https://www.mdpi.com/2072-4292/16/23/4556) 37 | 38 | - `---` [Arxiv] **Weakly-semi-supervised object detection in remotely sensed imagery** [[Paper]](https://arxiv.org/abs/2311.17449) 39 | 40 | - `---` [JSTARS] **Addressing Sample Inconsistency for Semisupervised Object Detection in Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10463140) 41 | 42 | 43 | - `---` [CVPR] **Relational Matching for Weakly Semi-Supervised Oriented Object Detection** [[Paper]](https://openaccess.thecvf.com/content/CVPR2024/html/Wu_Relational_Matching_for_Weakly_Semi-Supervised_Oriented_Object_Detection_CVPR_2024_paper.html) 44 | 45 | - `Dual Teacher` [TGRS] **Dual Teacher: Improving the Reliability of Pseudo Labels for Semi-Supervised Oriented Object Detection** [[Paper]](https://ieeexplore.ieee.org/document/10804848) 46 | 47 | - `OGR-SM` [JSTARS] **Point-Based Weakly Semisupervised Oriented Vehicle Detection in Optical Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10646487/metrics#metrics) 48 | 49 | ### 2025 50 | - `S3OD` [ISPRS] **S3OD: Size-unbiased semi-supervised object detection in aerial images** [[Paper]](https://www.sciencedirect.com/science/article/abs/pii/S0924271625000425) [[Code]](https://github.com/ZhangRuixiang-WHU/S3OD/tree/master) 51 | 52 | - `SRODET` [GRSL] **SRODET: Semi-Supervised Remote Sensing Object Detection with Dynamic Pseudo-Labeling** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10900437) 53 | 54 | - `MCL` [AAAI] **Multi-clue Consistency Learning to Bridge Gaps Between General and Oriented Object in Semi-supervised Detection** [[Paper]](https://arxiv.org/abs/2407.05909) [[Code]](https://github.com/facias914/sood-mcl) 55 | 56 | - `DML` [TGRS] **Minimizing Sample Redundancy for Label-efficient Object Detection in Aerial Images** [[Paper]](https://ieeexplore.ieee.org/document/10969845) [[Code]](https://github.com/ZhangRuixiang-WHU/ALOD_DML) 57 | 58 | - `TST` [TGRS] **Temporal-Feedback Self-Training for Semi-Supervised Object Detection in Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10976546) 59 | 60 | 61 | 62 | 63 | 64 | 65 | 66 | 67 | 68 | 69 | -------------------------------------------------------------------------------- /WSOD4RSIs.md: -------------------------------------------------------------------------------- 1 | # Weakly-supervised Object Detection 2 | 3 | **Weakly-supervised object detection aims to perform object detection using weak supervision information, such as image-level labels, points, or horizontal boxes.** 4 | 5 | ### Survey 6 | [Remote Sensing] **Weakly Supervised Object Detection for Remote Sensing Images: A Survey** [[Paper]](https://www.mdpi.com/2072-4292/14/21/5362) 7 | 8 | ### 2020 9 | - `DCL` [TGRS] **Automatic Weakly Supervised Object Detection From High Spatial Resolution Remote Sensing Images via Dynamic Curriculum Learning** [[Paper]](https://ieeexplore.ieee.org/abstract/document/9094681) 10 | - `PCIR` [TGRS] **Progressive Contextual Instance Refinement for Weakly Supervised Object Detection in Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/document/9078853) 11 | - `TCANet` [TGRS] **TCANet: Triple Context-Aware Network for Weakly Supervised Object Detection in Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/document/9239339) 12 | 13 | ### 2021 14 | - `---` [ICMEW] **Oriented Object Detection For Remote Sensing Images Based On Weakly Supervised Learning** [[Paper]](https://ieeexplore.ieee.org/abstract/document/9455957?casa_token=x3jK_8szB8sAAAAA:0UV4id4FbO-zSz7X_5Px7CAiZrgHlcdO5gEdspfubB2hZr4CMKWShzdjprnTDEufOL3AhQ3FnZn_) 15 | 16 | - `---` [JSTARS] **Point-Based Weakly Supervised Learning for Object Detection in High Spatial Resolution Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/document/9416748) 17 | 18 | ### 2022 19 | - `RINet` [CVPR] **Weakly supervised rotation-invariant aerial object detection network** [[Paper]](https://openaccess.thecvf.com/content/CVPR2022/html/Feng_Weakly_Supervised_Rotation-Invariant_Aerial_Object_Detection_Network_CVPR_2022_paper.html) [[Code]](https://github.com/XiaoxFeng/RINet) 20 | - `SPG` [TGRS] **Self-Guided Proposal Generation for Weakly Supervised Object Detection** [[Paper]](https://ieeexplore.ieee.org/document/9791412) 21 | 22 | ### 2023 23 | - `H2RBox` [ICLR] **H2RBox: Horizontal Box Annotation is All You Need for Oriented Object Detection** [[Paper]](https://arxiv.org/abs/2210.06742) [[Code]](https://github.com/yangxue0827/h2rbox-mmrotate) 24 | - `WSODet` [TGRS] **WSODet: A Weakly Supervised Oriented Detector for Aerial Object Detection** [[Paper]](https://ieeexplore.ieee.org/document/10049586) 25 | - `H2RBox-v2` [NeurIPS] **H2RBox-v2: Incorporating Symmetry for Boosting Horizontal Box Supervised Oriented Object Detection** [[Paper]](https://arxiv.org/abs/2304.04403) [[Code]](https://github.com/open-mmlab/mmrotate/tree/dev-1.x/configs/h2rbox_v2) 26 | - `PointOBB` [CVPR] **PointOBB: Learning Oriented Object Detection via Single Point Supervision** [[Paper]](https://arxiv.org/abs/2311.14757) [[Code]](https://github.com/Luo-Z13/pointobb) 27 | - `Point2RBox` [CVPR] **Point2RBox: Combine Knowledge from Synthetic Visual Patterns for End-to-end Oriented Object Detection with Single Point Supervision** [[Paper]](https://arxiv.org/abs/2311.14758) [[Code]](https://github.com/yuyi1005/point2rbox-mmrotate/tree/dev-1.x/configs/point2rbox) 28 | - `Point-to-RBox` [BMVC] **Point-to-RBox Network for Oriented Object Detection via Single Point Supervision** [[Paper]](https://papers.bmvc2023.org/0323.pdf) 29 | - `P2RBox` [ArXiv] **P2RBox: Point Prompt Oriented Object Detection with SAM** [[Paper]](https://arxiv.org/abs/2311.13128) 30 | - `AE-IS` [TGRS] **Attention Erasing and Instance Sampling for Weakly Supervised Object Detection** [[Paper]](https://ieeexplore.ieee.org/document/10345589) [[Code]](https://github.com/XuanX/AE-IS) 31 | - `PLUG` [TGRS] **Learning Remote Sensing Object Detection With Single Point Supervision** [[Paper]](https://ieeexplore.ieee.org/document/10363380) [[Code]](https://github.com/heshitian/PLUG) 32 | 33 | ### 2024 34 | - `---` [TGRS] **A Weak Supervision Learning Paradigm for Oriented Ship Detection in SAR Image** [[Paper]](https://ieeexplore.ieee.org/document/10463064) 35 | - `EIE-Det` [TETCI] **Explicit and Implicit Box Equivariance Learning for Weakly-Supervised Rotated Object Detection** [[Paper]](https://ieeexplore.ieee.org/document/10535195) 36 | - `SPA` [Remote Sensing] **SPA: Annotating Small Object with a Single Point in Remote Sensing Images** [[Paper]](https://www.mdpi.com/2072-4292/16/14/2515) 37 | - `PBA` [TGRS] **Two-Click-Based Fast Small Object Annotation in Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/document/10634559) 38 | - `PointOBB-V2` [ArXiv] **PointOBB-v2: Towards Simpler, Faster, and Stronger Single Point Supervised Oriented Object Detection** [[Paper]](https://arxiv.org/abs/2410.08210) [[Code]](https://github.com/taugeren/PointOBB-v2) 39 | - `AFWS` [TGRS] **AFWS: Angle-Free Weakly Supervised Rotating Object Detection for Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/document/10731721) 40 | - `Point Teacher` [ArXiv] **Tiny Object Detection with Single Point Supervision** [[Paper]](https://arxiv.org/pdf/2412.05837) 41 | - `OGR-SM` [JSTARS] **Point-Based Weakly Semisupervised Oriented Vehicle Detection in Optical Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/abstract/document/10646487) 42 | - `SGPLM` [JAG] **Semantic segmentation guided pseudo label mining and instance re-detection for weakly supervised object detection in remote sensing images** [[Paper]](https://www.sciencedirect.com/science/article/pii/S1569843223001231) 43 | 44 | ### 2025 45 | - `PointSAM` [TGRS] **PointSAM: Pointly-Supervised Segment Anything Model for Remote Sensing Images** [[Paper]](https://ieeexplore.ieee.org/document/10839471) [[Code]](https://github.com/Lans1ng/PointSAM) 46 | - `PointOBB-v3` [ArXiv] **PointOBB-v3: Expanding Performance Boundaries of Single Point-Supervised Oriented Object Detection** [[Paper]](https://arxiv.org/abs/2501.13898) [[Code]](https://github.com/ZpyWHU/PointOBB-v3) 47 | - `Point2RBox-v2` [CVPR] **Point2RBox-v2: Rethinking Point-supervised Oriented Object Detection with Spatial Layout Among Instances** [[Paper]](https://arxiv.org/abs/2502.04268) [[Code]](https://github.com/VisionXLab/point2rbox-v2) 48 | - `Wholly-WOOD` [TPAMI] **Wholly-WOOD: Wholly Leveraging Diversified-quality Labels for Weakly-supervised Oriented Object Detection** [[Paper]](https://arxiv.org/abs/2502.09471) [[Code]](https://github.com/VisionXLab/whollywood) 49 | --------------------------------------------------------------------------------