Unfolding the Literature: A Review of Robotic Cloth Manipulation
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Abstract (arXiv)
The realm of textiles spans clothing, households, healthcare, sports, and industrial applications. The deformable nature of these objects poses unique challenges that prior work on rigid objects cannot fully address. The increasing interest within the community in textile perception and manipulation has led to new methods that aim to address challenges in modeling, perception, and control, resulting in significant progress. However, this progress is often tailored to one specific textile or a subcategory of these textiles. To understand what restricts these methods and hinders current approaches from generalizing to a broader range of real-world textiles, this review provides an overview of the field, focusing specifically on how and to what extent textile variations are addressed in modeling, perception, benchmarking, and manipulation of textiles. We finally conclude by identifying key open problems and outlining grand challenges that will drive future advancements in the field.
Key facts. Cited by 14 papers in the map (data through 7 Oct 2026). First posted on arXiv 1 Jul 2024.
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Citing papers per year: 2024: 1; 2025: 8; 2026: 5.
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- 2025ManipBench: Benchmarking Vision-Language Models for Low-Level Robot Manipulationcited by 24
- 2025Diffusion Dynamics Models with Generative State Estimation for Cloth Manipulationcited by 16
- 2025Cloth-Splatting: 3D Cloth State Estimation from RGB Supervisioncited by 7
- 2025Real-Time Operator Takeover for Visuomotor Diffusion Policy Trainingcited by 5
- 2025InstructionBench: An Instructional Video Understanding Benchmarkcited by 5
- 2026Preference Aligned Visuomotor Diffusion Policies for Deformable Object Manipulationcited by 2
- 2024SKT: Integrating State-Aware Keypoint Trajectories with Vision-Language Models for Robotic Garment Manipulationcited by 1
- 2025FoldNet: Learning Generalizable Closed-Loop Policy for Garment Folding via Keypoint-Driven Asset and Demonstration Synthesiscited by 1
- 2025CLASP: General-Purpose Clothes Manipulation with Semantic Keypointscited by 1
- 2025MLLM-Fabric: Multimodal Large Language Model-Driven Robotic Framework for Fabric Sorting and Selectioncited by 0
- 2026Dynamic robotic cloth folding with efficient Koopman operator-based model predictive controlcited by 0
- 2026Instrumentation for Imitation Learning: Enhancing Training Datasets for Clothes Hanger Insertioncited by 0
- 2026Vision-Based 6-DoF Grasp Pose Estimation for Robot Cloth Unfolding25 Sep 2026
- 2026Dressing in Motion: A Human Motion-Aware Diffusion Policy for Robot-Assisted Dressing4 Sep 2026
- 2026Instrumentation for Imitation Learning: Enhancing Training Datasets for Clothes Hanger Insertion22 May 2026
- 2026Dynamic robotic cloth folding with efficient Koopman operator-based model predictive control18 May 2026
- 2026Preference Aligned Visuomotor Diffusion Policies for Deformable Object Manipulation10 Feb 2026
- 2025CLASP: General-Purpose Clothes Manipulation with Semantic Keypoints26 Jul 2025
- 2025MLLM-Fabric: Multimodal Large Language Model-Driven Robotic Framework for Fabric Sorting and Selection6 Jul 2025
- 2025ManipBench: Benchmarking Vision-Language Models for Low-Level Robot Manipulation14 May 2025
- 2025FoldNet: Learning Generalizable Closed-Loop Policy for Garment Folding via Keypoint-Driven Asset and Demonstration Synthesis14 May 2025
- 2025InstructionBench: An Instructional Video Understanding Benchmark7 Apr 2025
- 2025Diffusion Dynamics Models with Generative State Estimation for Cloth Manipulation15 Mar 2025
- 2025Real-Time Operator Takeover for Visuomotor Diffusion Policy Training4 Feb 2025
- 2025Diffusion Dynamics Models with Generative State Estimation for Cloth Manipulationcited by 16
- 2025Real-Time Operator Takeover for Visuomotor Diffusion Policy Trainingcited by 5
- 2026Preference Aligned Visuomotor Diffusion Policies for Deformable Object Manipulationcited by 2
- 2026Dressing in Motion: A Human Motion-Aware Diffusion Policy for Robot-Assisted Dressingcited by 0
- 2026Dressing in Motion: A Human Motion-Aware Diffusion Policy for Robot-Assisted Dressing4 Sep 2026
- 2026Preference Aligned Visuomotor Diffusion Policies for Deformable Object Manipulation10 Feb 2026
- 2025Diffusion Dynamics Models with Generative State Estimation for Cloth Manipulation15 Mar 2025
- 2025Real-Time Operator Takeover for Visuomotor Diffusion Policy Training4 Feb 2025
- 2025Cloth-Splatting: 3D Cloth State Estimation from RGB Supervisioncited by 7
- 2025InstructionBench: An Instructional Video Understanding Benchmarkcited by 5
- 2025FoldNet: Learning Generalizable Closed-Loop Policy for Garment Folding via Keypoint-Driven Asset and Demonstration Synthesiscited by 1
- 2025CLASP: General-Purpose Clothes Manipulation with Semantic Keypointscited by 1
- 2026Dynamic robotic cloth folding with efficient Koopman operator-based model predictive controlcited by 0
- 2026Vision-Based 6-DoF Grasp Pose Estimation for Robot Cloth Unfoldingcited by 0
- 2026Vision-Based 6-DoF Grasp Pose Estimation for Robot Cloth Unfolding25 Sep 2026
- 2026Dynamic robotic cloth folding with efficient Koopman operator-based model predictive control18 May 2026
- 2025CLASP: General-Purpose Clothes Manipulation with Semantic Keypoints26 Jul 2025
- 2025FoldNet: Learning Generalizable Closed-Loop Policy for Garment Folding via Keypoint-Driven Asset and Demonstration Synthesis14 May 2025
- 2025InstructionBench: An Instructional Video Understanding Benchmark7 Apr 2025
- 2025Cloth-Splatting: 3D Cloth State Estimation from RGB Supervision3 Jan 2025