Oriented Object Detection

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

5 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 74 papers with code (123 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• RTMDet: An Empirical Study of Designing Real-Time Object Detectors
  14 Dec 2022 14 repositories listed Syntology ran 3 of 20 samples · 17 unverified
  In this paper, we aim to design an efficient real-time object detector that exceeds the YOLO series and is easily extensible for many object recognition tasks such as instance segmentation and rotated object detection.
• Oriented R-CNN for Object Detection
  12 Aug 2021 5 repositories listed
  Current state-of-the-art two-stage detectors generate oriented proposals through time-consuming schemes.
• Wholly-WOOD: Wholly Leveraging Diversified-quality Labels for Weakly-supervised Oriented Object Detection
  13 Feb 2025 4 repositories listed
  Accurately estimating the orientation of visual objects with compact rotated bounding boxes (RBoxes) has become a prominent demand, which challenges existing object detection paradigms that only use horizontal bounding…
• On the Arbitrary-Oriented Object Detection: Classification based Approaches Revisited
  12 Mar 2020 4 repositories listed Syntology ran 4 of 4 samples · 0 unverified · 4 pointer-only (licence)
  For the resulting circularly distributed angle classification problem, we first devise a Circular Smooth Label technique to handle the periodicity of angle and increase the error tolerance to adjacent angles.
• Strip R-CNN: Large Strip Convolution for Remote Sensing Object Detection
  7 Jan 2025 3 repositories listed
  While witnessed with rapid development, remote sensing object detection remains challenging for detecting high aspect ratio objects.
• H2RBox: Horizontal Box Annotation is All You Need for Oriented Object Detection
  13 Oct 2022 3 repositories listed Syntology ran 0 of 1 samples · 1 unverified
  Oriented object detection emerges in many applications from aerial images to autonomous driving, while many existing detection benchmarks are annotated with horizontal bounding box only which is also less costive than…
• Align Deep Features for Oriented Object Detection
  21 Aug 2020 3 repositories listed
  However most of existing methods rely on heuristically defined anchors with different scales, angles and aspect ratios and usually suffer from severe misalignment between anchor boxes and axis-aligned convolutional…
• PointOBB-v3: Expanding Performance Boundaries of Single Point-Supervised Oriented Object Detection
  23 Jan 2025 2 repositories listed
  Based on the views, a scale augmentation module and an angle acquisition module are constructed.
• MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining
  20 Mar 2024 2 repositories listed Syntology ran 4 of 5 samples · 1 unverified
  However, transferring the pretrained models to downstream tasks may encounter task discrepancy due to their formulation of pretraining as image classification or object discrimination tasks.
• Theoretically Achieving Continuous Representation of Oriented Bounding Boxes
  29 Feb 2024 2 repositories listed
  Considerable efforts have been devoted to Oriented Object Detection (OOD).
• Point2RBox: Combine Knowledge from Synthetic Visual Patterns for End-to-end Oriented Object Detection with Single Point Supervision
  23 Nov 2023 2 repositories listed
  To our best knowledge, Point2RBox is the first end-to-end solution for point-supervised OOD.
• Object Detection performance variation on compressed satellite image datasets with iquaflow
  14 Jan 2023 2 repositories listed
  A lot of work has been done to reach the best possible performance of predictive models on images.
• PP-YOLOE-R: An Efficient Anchor-Free Rotated Object Detector
  4 Nov 2022 2 repositories listed
  With multi-scale training and testing, PP-YOLOE-R-l and PP-YOLOE-R-x further improve the detection precision to 80.
• FCOSR: A Simple Anchor-free Rotated Detector for Aerial Object Detection
  21 Nov 2021 2 repositories listed
  We convert a lightweight FCOSR model to TensorRT format, which achieves 73.
• Oriented RepPoints for Aerial Object Detection
  24 May 2021 2 repositories listed Syntology ran 0 of 2 samples · 2 unverified
  In contrast to the generic object, aerial targets are often non-axis aligned with arbitrary orientations having the cluttered surroundings.
• MODS -- A USV-oriented object detection and obstacle segmentation benchmark
  5 May 2021 2 repositories listed
  We propose a new obstacle segmentation performance evaluation protocol that reflects the detection accuracy in a way meaningful for practical USV navigation.
• Dynamic Anchor Learning for Arbitrary-Oriented Object Detection
  8 Dec 2020 2 repositories listed
  With the newly introduced DAL, we achieve superior detection performance for arbitrary-oriented objects with only a few horizontal preset anchors.
• Learning RoI Transformer for Oriented Object Detection in Aerial Images
  1 Jun 2019 2 repositories listed
  Object detection in aerial images is an active yet challenging task in computer vision because of the bird's-eye view perspective, the highly complex backgrounds, and the variant appearances of objects.
• Semantic-decoupled Spatial Partition Guided Point-supervised Oriented Object Detection
  12 Jun 2025 1 repository listed
  Recent remote sensing tech advancements drive imagery growth, making oriented object detection rapid development, yet hindered by labor-intensive annotation for high-density scenes.
• LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection
  18 Mar 2025 1 repository listed
  Remote sensing object detection (RSOD) faces formidable challenges in complex visual environments.
• Point2RBox-v2: Rethinking Point-supervised Oriented Object Detection with Spatial Layout Among Instances
  6 Feb 2025 1 repository listed
  To our best knowledge, Point2RBox-v2 is the first approach to explore the spatial layout among instances for learning point-supervised OOD.
• LWGANet: A Lightweight Group Attention Backbone for Remote Sensing Visual Tasks
  17 Jan 2025 1 repository listed
  This article introduces LWGANet, a specialized lightweight backbone network tailored for RS visual tasks, incorporating a novel lightweight group attention (LWGA) module designed to address these specific challenges.
• TimberVision: A Multi-Task Dataset and Framework for Log-Component Segmentation and Tracking in Autonomous Forestry Operations
  13 Jan 2025 1 repository listed
  Timber represents an increasingly valuable and versatile resource.
• HA-RDet: Hybrid Anchor Rotation Detector for Oriented Object Detection
  18 Dec 2024 1 repository listed
  Oriented object detection in aerial images poses a significant challenge due to their varying sizes and orientations.
• YOLOv11: An Overview of the Key Architectural Enhancements
  23 Oct 2024 1 repository listed
  This study presents an architectural analysis of YOLOv11, the latest iteration in the YOLO (You Only Look Once) series of object detection models.
• PointOBB-v2: Towards Simpler, Faster, and Stronger Single Point Supervised Oriented Object Detection
  10 Oct 2024 1 repository listed
  Single point supervised oriented object detection has gained attention and made initial progress within the community.
• Learning De-Biased Representations for Remote-Sensing Imagery
  6 Oct 2024 1 repository listed
  Remote sensing (RS) imagery, requiring specialized satellites to collect and being difficult to annotate, suffers from data scarcity and class imbalance in certain spectrums.
• OrientedFormer: An End-to-End Transformer-Based Oriented Object Detector in Remote Sensing Images
  29 Sep 2024 1 repository listed
  However, directly extending transformers to oriented object detection presents three main issues: 1) objects rotate arbitrarily, necessitating the encoding of angles along with position and size; 2) the geometric…
• DecoupleNet: A Lightweight Backbone Network With Efficient Feature Decoupling for Remote Sensing Visual Tasks
  23 Sep 2024 1 repository listed
  However, in remote sensing (RS) imagery, where small and multiscale object detection is critical, these networks often fall short in performance.
• 5%>100%: Breaking Performance Shackles of Full Fine-Tuning on Visual Recognition Tasks
  15 Aug 2024 1 repository listed
  To fully demonstrate the practicality and generality of Mona, we conduct experiments on multiple representative visual tasks, including instance segmentation on COCO, semantic segmentation on ADE20K, object detection on…

Syntology lines on 5 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.