| Strip R-CNN: Large Strip Convolution for Remote Sensing Object Detection | ✓ Link | 82.75% | Strip R-CNN* | 2025-01-07 |
| MoCaE: Mixture of Calibrated Experts Significantly Improves Object Detection | ✓ Link | 82.62% | MoCaE | 2023-09-26 |
| Strip R-CNN: Large Strip Convolution for Remote Sensing Object Detection | ✓ Link | 82.28% | Strip R-CNN | 2025-01-07 |
| Projecting Points to Axes: Oriented Object Detection via Point-Axis Representation | ✓ Link | 82.26% | Oriented-DETR | 2024-07-11 |
| Spatial Transform Decoupling for Oriented Object Detection | ✓ Link | 82.24% | STD+HiViT-B | 2023-08-21 |
| Category-Aware Dynamic Label Assignment with High-Quality Oriented Proposal | | 82.02% | CDLA-HOP | 2024-07-03 |
| LSKNet: A Foundation Lightweight Backbone for Remote Sensing | ✓ Link | 81.85% | LSKNet-S* | 2024-03-18 |
| Adaptive Rotated Convolution for Rotated Object Detection | ✓ Link | 81.77% | ARC | 2023-03-14 |
| MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining | ✓ Link | 81.66% | MAE+MTP(ViT-L+RVSA) | 2024-03-20 |
| LSKNet: A Foundation Lightweight Backbone for Remote Sensing | ✓ Link | 81.64% | LSKNet-S | 2024-03-18 |
| LSKNet: A Foundation Lightweight Backbone for Remote Sensing | ✓ Link | 81.37% | LSKNet-T | 2024-03-18 |
| Advancing Plain Vision Transformer Towards Remote Sensing Foundation Model | ✓ Link | 81.24% | ViTAE-B + RVSA-ORCN | 2022-08-08 |
| Advancing Plain Vision Transformer Towards Remote Sensing Foundation Model | ✓ Link | 81.01% | ViT-B + RVSA-ORCN | 2022-08-08 |
| Oriented R-CNN for Object Detection | ✓ Link | 80.87% | Oriented RCNN | 2021-08-12 |
| MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining | ✓ Link | 80.77% | IMP+MTP(InternImage-XL) | 2024-03-20 |
| PP-YOLOE-R: An Efficient Anchor-Free Rotated Object Detector | ✓ Link | 80.73% | PP-YOLOE-R-x | 2022-11-04 |
| MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining | ✓ Link | 80.67% | MAE+MTP(ViT-B+RVSA) | 2024-03-20 |
| Learning High-Precision Bounding Box for Rotated Object Detection via Kullback-Leibler Divergence | ✓ Link | 80.63% | KLD+R3Det | 2021-06-03 |
| Anchor Retouching via Model Interaction for Robust Object Detection in Aerial Images | ✓ Link | 80.37% | DEA-Net | 2021-12-13 |
| Rethinking Rotated Object Detection with Gaussian Wasserstein Distance Loss | ✓ Link | 80.23% | GWD+R3Det | 2021-01-28 |
| ReDet: A Rotation-equivariant Detector for Aerial Object Detection | ✓ Link | 80.10% | ReDet | 2021-03-13 |
| LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection | ✓ Link | 80.03 | LEGNet-S | 2025-03-18 |
| PP-YOLOE-R: An Efficient Anchor-Free Rotated Object Detector | ✓ Link | 80.02% | PP-YOLOE-R-l | 2022-11-04 |
| PP-YOLOE-R: An Efficient Anchor-Free Rotated Object Detector | ✓ Link | 79.71% | PP-YOLOE-R-m | 2022-11-04 |
| Few Could Be Better Than All: Feature Sampling and Grouping for Scene Text Detection | | 79.59% | RBox | 2022-03-29 |
| Align Deep Features for Oriented Object Detection | ✓ Link | 79.42% | S2A-Net | 2020-08-21 |
| PP-YOLOE-R: An Efficient Anchor-Free Rotated Object Detector | ✓ Link | 79.42% | PP-YOLOE-R-s | 2022-11-04 |
| LWGANet: A Lightweight Group Attention Backbone for Remote Sensing Visual Tasks | ✓ Link | 78.64 | LWGANet L2 | 2025-01-17 |
| DecoupleNet: A Lightweight Backbone Network With Efficient Feature Decoupling for Remote Sensing Visual Tasks | ✓ Link | 78.04% | DecoupleNet D2 | 2024-09-23 |
| Single-Stage Rotation-Decoupled Detector for Oriented Object | ✓ Link | 77.75% | RDD | 2020-10-08 |
| An Empirical Study of Remote Sensing Pretraining | ✓ Link | 77.72% | RSP-ViTAEv2-S-FPN-ORCN | 2022-04-06 |
| Oriented RepPoints for Aerial Object Detection | ✓ Link | 77.63% | Oriented RepPoints | 2021-05-24 |
| Optimization for Arbitrary-Oriented Object Detection via Representation Invariance Loss | ✓ Link | 77.62% | RIDet | 2021-03-22 |
| An Empirical Study of Remote Sensing Pretraining | ✓ Link | 77.38% | IMP-ViTAEv2-S-FPN-ORCN | 2022-04-06 |
| Dense Label Encoding for Boundary Discontinuity Free Rotation Detection | ✓ Link | 77.37% | DCL | 2020-11-19 |
| EAutoDet: Efficient Architecture Search for Object Detection | | 77.05% | EAutoDet | 2022-03-21 |
| Dynamic Anchor Learning for Arbitrary-Oriented Object Detection | ✓ Link | 76.95% | DLA+S2A-Net | 2020-12-08 |
| A General Gaussian Heatmap Label Assignment for Arbitrary-Oriented Object Detection | ✓ Link | 76.95% | GGHL | 2021-09-27 |
| SCRDet++: Detecting Small, Cluttered and Rotated Objects via Instance-Level Feature Denoising and Rotation Loss Smoothing | ✓ Link | 76.81% | SCRDet++ | 2020-04-28 |
| Beyond Bounding-Box: Convex-Hull Feature Adaptation for Oriented and Densely Packed Object Detection | ✓ Link | 76.67% | CFA | 2021-06-19 |
| PolarDet: A Fast, More Precise Detector for Rotated Target in Aerial Images | | 76.64% | PolarDet | 2020-10-17 |
| An Empirical Study of Remote Sensing Pretraining | ✓ Link | 76.50% | RSP-ResNet-50-FPN-ORCN | 2022-04-06 |
| On the Arbitrary-Oriented Object Detection: Classification based Approaches Revisited | ✓ Link | 76.17% | CSL | 2020-03-12 |
| An Empirical Study of Remote Sensing Pretraining | ✓ Link | 76.12% | RSP-Swin-T-FPN-ORCN | 2022-04-06 |
| Adaptive Period Embedding for Representing Oriented Objects in Aerial Images | | 75.75 | APE | 2019-06-22 |
| Oriented Object Detection in Aerial Images with Box Boundary-Aware Vectors | ✓ Link | 75.36% | BBAVectors | 2020-08-17 |
| TricubeNet: 2D Kernel-Based Object Representation for Weakly-Occluded Oriented Object Detection | ✓ Link | 75.26% | TricubeNet | 2021-04-23 |
| Gliding vertex on the horizontal bounding box for multi-oriented object detection | ✓ Link | 75.02% | Gliding Vertex | 2019-11-21 |
| Learning Modulated Loss for Rotated Object Detection | ✓ Link | 74.10% | RSDet | 2019-11-19 |
| CFC-Net: A Critical Feature Capturing Network for Arbitrary-Oriented Object Detection in Remote Sensing Images | ✓ Link | 73.50% | CFC-NET | 2021-01-18 |
| Dynamic Refinement Network for Oriented and Densely Packed Object Detection | ✓ Link | 73.23% | DRN | 2020-05-20 |
| Oriented Objects as pairs of Middle Lines | | 72.8% | O2-DNet | 2019-12-23 |
| SCRDet: Towards More Robust Detection for Small, Cluttered and Rotated Objects | ✓ Link | 72.61% | SCRDet | 2018-11-17 |
| Learning RoI Transformer for Detecting Oriented Objects in Aerial Images | ✓ Link | 69.56% | RoI Transformer | 2018-12-01 |
| Towards Multi-class Object Detection in Unconstrained Remote Sensing Imagery | | 68.16% | ICN | 2018-07-07 |
| Axis Learning for Orientated Objects Detection in Aerial Images | | 65.98% | Axis Learning | 2020-03-20 |
| PIoU Loss: Towards Accurate Oriented Object Detection in Complex Environments | ✓ Link | 60.5% | PIoU | 2020-07-19 |
| DOTA: A Large-scale Dataset for Object Detection in Aerial Images | ✓ Link | 52.93% | FR-O (DOTA) | 2017-11-28 |