Robotic Ultrasound Imaging: State-of-the-Art and Future Perspectives
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Abstract (arXiv)
Ultrasound (US) is one of the most widely used modalities for clinical intervention and diagnosis due to the merits of providing non-invasive, radiation-free, and real-time images. However, free-hand US examinations are highly operator-dependent. Robotic US System (RUSS) aims at overcoming this shortcoming by offering reproducibility, while also aiming at improving dexterity, and intelligent anatomy and disease-aware imaging. In addition to enhancing diagnostic outcomes, RUSS also holds the potential to provide medical interventions for populations suffering from the shortage of experienced sonographers. In this paper, we categorize RUSS as teleoperated or autonomous. Regarding teleoperated RUSS, we summarize their technical developments, and clinical evaluations, respectively. This survey then focuses on the review of recent work on autonomous robotic US imaging. We demonstrate that machine learning and artificial intelligence present the key techniques, which enable intelligent patient and process-specific, motion and deformation-aware robotic image acquisition. We also show that the research on artificial intelligence for autonomous RUSS has directed the research community toward understanding and modeling expert sonographers' semantic reasoning and action. Here, we call this process, the recovery of the "language of sonography". This side result of research on autonomous robotic US acquisitions could be considered as valuable and essential as the progress made in the robotic US examination itself. This article will provide both engineers and clinicians with a comprehensive understanding of RUSS by surveying underlying techniques.
Key facts. Cited by 29 papers in the map (data through 7 Oct 2026). First posted on arXiv 8 Jul 2023.
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Citing papers per year: 2023: 2; 2024: 8; 2025: 9; 2026: 10.
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- 2024Ultrasound Report Generation with Cross-Modality Feature Alignment via Unsupervised Guidancecited by 16
- 2025Speckle2Self: Self-Supervised Ultrasound Speckle Reduction Without Clean Datacited by 9
- 2023DefCor-Net: Physics-Aware Ultrasound Deformation Correctioncited by 8
- 2025Adapting Vision Foundation Models for Real-time Ultrasound Image Segmentationcited by 8
- 2024Transforming Surgical Interventions with Embodied Intelligence for Ultrasound Roboticscited by 7
- 2024VibNet: Vibration-Boosted Needle Detection in Ultrasound Imagescited by 5
- 2024Class-Aware Cartilage Segmentation for Autonomous US-CT Registration in Robotic Intercostal Ultrasound Imagingcited by 5
- 2025UltraAD: Fine-Grained Ultrasound Anomaly Classification via Few-Shot CLIP Adaptationcited by 5
- 2024Autonomous Path Planning for Intercostal Robotic Ultrasound Imaging Using Reinforcement Learningcited by 3
- 2025UltrON: Ultrasound Occupancy Networkscited by 3
- 2024Robot-Assisted Deep Venous Thrombosis Ultrasound Examination using Virtual Fixturecited by 2
- 2024Coaching a Robotic Sonographer: Learning Robotic Ultrasound with Sparse Expert's Feedbackcited by 2
17 more
- 2025Comprehensive Review of Reinforcement Learning for Medical Ultrasound Imagingcited by 2
- 2025Standardisation of Convex Ultrasound Data Through Geometric Analysis and Augmentationcited by 1
- 2026Ultrasound-Guided Real-Time Spinal Motion Visualization for Spinal Instability Assessmentcited by 1
- 2023Learning Autonomous Ultrasound via Latent Task Representation and Robotic Skills Adaptationcited by 0
- 2024Autonomous Robotic Ultrasound System for Liver Follow-up Diagnosis: Pilot Phantom Studycited by 0
- 2025Vibration-Based Energy Metric for Restoring Needle Alignment in Autonomous Robotic Ultrasoundcited by 0
- 2025PADReg: Physics-Aware Deformable Registration Guided by Contact Force for Ultrasound Sequencescited by 0
- 2025End-to-End Framework Integrating Generative AI and Deep Reinforcement Learning for Autonomous Ultrasound Scanningcited by 0
- 2026ConVibNet: Needle Detection during Continuous Insertion via Frequency-Inspired Featurescited by 0
- 2026Robotic Ultrasound Makes CBCT Alivecited by 0
- 2026Towards Automated Initial Probe Placement in Transthoracic Teleultrasound Using Human Mesh and Skeleton Recoverycited by 0
- 2026Anatomical Prior-Driven Framework for Autonomous Robotic Cardiac Ultrasound Standard View Acquisitioncited by 0
- 2026ReXSonoVQA: A Video QA Benchmark for Procedure-Centric Ultrasound Understandingcited by 0
- 2026Ultrasound Vision-Language Alignment via Contrastive Learningcited by 0
- 2026Look-Closer-Then-Diagnose: Confidence-Aware Ultrasound VQA via Active Zoomingcited by 0
- 2026Scanning While Imagining: A Scene-Graph World Model for Robotic Ultrasound Navigationcited by 0
- 2026Mask2Restore: Self-Supervised Ultrasound Despeckling via Inpaintingcited by 0
- 2026Mask2Restore: Self-Supervised Ultrasound Despeckling via Inpainting26 Sep 2026
- 2026Scanning While Imagining: A Scene-Graph World Model for Robotic Ultrasound Navigation26 Sep 2026
- 2026Look-Closer-Then-Diagnose: Confidence-Aware Ultrasound VQA via Active Zooming20 May 2026
- 2026Ultrasound Vision-Language Alignment via Contrastive Learning4 May 2026
- 2026ReXSonoVQA: A Video QA Benchmark for Procedure-Centric Ultrasound Understanding13 Apr 2026
- 2026Anatomical Prior-Driven Framework for Autonomous Robotic Cardiac Ultrasound Standard View Acquisition22 Mar 2026
- 2026Towards Automated Initial Probe Placement in Transthoracic Teleultrasound Using Human Mesh and Skeleton Recovery11 Mar 2026
- 2026Robotic Ultrasound Makes CBCT Alive10 Mar 2026
- 2026ConVibNet: Needle Detection during Continuous Insertion via Frequency-Inspired Features1 Mar 2026
- 2026Ultrasound-Guided Real-Time Spinal Motion Visualization for Spinal Instability Assessment13 Feb 2026
- 2025End-to-End Framework Integrating Generative AI and Deep Reinforcement Learning for Autonomous Ultrasound Scanning31 Oct 2025
- 2025UltrON: Ultrasound Occupancy Networks10 Sep 2025
17 more
- 2025PADReg: Physics-Aware Deformable Registration Guided by Contact Force for Ultrasound Sequences12 Aug 2025
- 2025Vibration-Based Energy Metric for Restoring Needle Alignment in Autonomous Robotic Ultrasound9 Aug 2025
- 2025Speckle2Self: Self-Supervised Ultrasound Speckle Reduction Without Clean Data9 Jul 2025
- 2025UltraAD: Fine-Grained Ultrasound Anomaly Classification via Few-Shot CLIP Adaptation24 Jun 2025
- 2025Adapting Vision Foundation Models for Real-time Ultrasound Image Segmentation31 Mar 2025
- 2025Comprehensive Review of Reinforcement Learning for Medical Ultrasound Imaging19 Mar 2025
- 2025Standardisation of Convex Ultrasound Data Through Geometric Analysis and Augmentation13 Feb 2025
- 2024Coaching a Robotic Sonographer: Learning Robotic Ultrasound with Sparse Expert's Feedback3 Sep 2024
- 2024Transforming Surgical Interventions with Embodied Intelligence for Ultrasound Robotics18 Jun 2024
- 2024Class-Aware Cartilage Segmentation for Autonomous US-CT Registration in Robotic Intercostal Ultrasound Imaging6 Jun 2024
- 2024Ultrasound Report Generation with Cross-Modality Feature Alignment via Unsupervised Guidance2 Jun 2024
- 2024Autonomous Robotic Ultrasound System for Liver Follow-up Diagnosis: Pilot Phantom Study9 May 2024
- 2024Autonomous Path Planning for Intercostal Robotic Ultrasound Imaging Using Reinforcement Learning15 Apr 2024
- 2024VibNet: Vibration-Boosted Needle Detection in Ultrasound Images21 Mar 2024
- 2024Robot-Assisted Deep Venous Thrombosis Ultrasound Examination using Virtual Fixture4 Jan 2024
- 2023DefCor-Net: Physics-Aware Ultrasound Deformation Correction7 Aug 2023
- 2023Learning Autonomous Ultrasound via Latent Task Representation and Robotic Skills Adaptation25 Jul 2023
- 2024Ultrasound Report Generation with Cross-Modality Feature Alignment via Unsupervised Guidancecited by 16
- 2025Speckle2Self: Self-Supervised Ultrasound Speckle Reduction Without Clean Datacited by 9
- 2023DefCor-Net: Physics-Aware Ultrasound Deformation Correctioncited by 8
- 2025Adapting Vision Foundation Models for Real-time Ultrasound Image Segmentationcited by 8
- 2024Transforming Surgical Interventions with Embodied Intelligence for Ultrasound Roboticscited by 7
- 2024VibNet: Vibration-Boosted Needle Detection in Ultrasound Imagescited by 5
- 2024Class-Aware Cartilage Segmentation for Autonomous US-CT Registration in Robotic Intercostal Ultrasound Imagingcited by 5
- 2025UltraAD: Fine-Grained Ultrasound Anomaly Classification via Few-Shot CLIP Adaptationcited by 5
- 2024Autonomous Path Planning for Intercostal Robotic Ultrasound Imaging Using Reinforcement Learningcited by 3
- 2025UltrON: Ultrasound Occupancy Networkscited by 3
- 2024Robot-Assisted Deep Venous Thrombosis Ultrasound Examination using Virtual Fixturecited by 2
- 2024Coaching a Robotic Sonographer: Learning Robotic Ultrasound with Sparse Expert's Feedbackcited by 2
12 most cited of 27 All 27 (JSON)
- 2026Mask2Restore: Self-Supervised Ultrasound Despeckling via Inpainting26 Sep 2026
- 2026Ultrasound Vision-Language Alignment via Contrastive Learning4 May 2026
- 2026ReXSonoVQA: A Video QA Benchmark for Procedure-Centric Ultrasound Understanding13 Apr 2026
- 2026Anatomical Prior-Driven Framework for Autonomous Robotic Cardiac Ultrasound Standard View Acquisition22 Mar 2026
- 2026Towards Automated Initial Probe Placement in Transthoracic Teleultrasound Using Human Mesh and Skeleton Recovery11 Mar 2026
- 2026Robotic Ultrasound Makes CBCT Alive10 Mar 2026
- 2026ConVibNet: Needle Detection during Continuous Insertion via Frequency-Inspired Features1 Mar 2026
- 2026Ultrasound-Guided Real-Time Spinal Motion Visualization for Spinal Instability Assessment13 Feb 2026
- 2025End-to-End Framework Integrating Generative AI and Deep Reinforcement Learning for Autonomous Ultrasound Scanning31 Oct 2025
- 2025UltrON: Ultrasound Occupancy Networks10 Sep 2025
- 2025PADReg: Physics-Aware Deformable Registration Guided by Contact Force for Ultrasound Sequences12 Aug 2025
- 2025Vibration-Based Energy Metric for Restoring Needle Alignment in Autonomous Robotic Ultrasound9 Aug 2025
12 newest of 27 All 27 (JSON)