Visual Affordance and Function Understanding: A Survey
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Abstract (arXiv)
Nowadays, robots are dominating the manufacturing, entertainment and healthcare industries. Robot vision aims to equip robots with the ability to discover information, understand it and interact with the environment. These capabilities require an agent to effectively understand object affordances and functionalities in complex visual domains. In this literature survey, we first focus on Visual affordances and summarize the state of the art as well as open problems and research gaps. Specifically, we discuss sub-problems such as affordance detection, categorization, segmentation and high-level reasoning. Furthermore, we cover functional scene understanding and the prevalent functional descriptors used in the literature. The survey also provides necessary background to the problem, sheds light on its significance and highlights the existing challenges for affordance and functionality learning.
Key facts. Cited by 20 papers in the map (data through 7 Oct 2026). First posted on arXiv 18 Jul 2018.
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Citing papers per year: 2021: 4; 2022: 4; 2023: 3; 2024: 8; 2025: 1.
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- 20213D AffordanceNet: A Benchmark for Visual Object Affordance Understandingcited by 100
- 2021Affordance Transfer Learning for Human-Object Interaction Detectioncited by 79
- 2023LOCATE: Localize and Transfer Object Parts for Weakly Supervised Affordance Groundingcited by 64
- 2023AffordPose: A Large-scale Dataset of Hand-Object Interactions with Affordance-driven Hand Posecited by 47
- 2021One-Shot Affordance Detectioncited by 32
- 2022Affordance Learning from Play for Sample-Efficient Policy Learningcited by 27
- 2022K-VIL: Keypoints-based Visual Imitation Learningcited by 27
- 2024GREAT: Geometry-Intention Collaborative Inference for Open-Vocabulary 3D Object Affordance Groundingcited by 26
- 2025UAD: Unsupervised Affordance Distillation for Generalization in Robotic Manipulationcited by 23
- 2022Grounded Affordance from Exocentric Viewcited by 21
- 2024GEAL: Generalizable 3D Affordance Learning with Cross-Modal Consistencycited by 17
- 2024What does CLIP know about peeling a banana?cited by 9
8 more
- 2021Navigation-Oriented Scene Understanding for Robotic Autonomy: Learning to Segment Driveability in Egocentric Imagescited by 6
- 2023Approaching human 3D shape perception with neurally mappable modelscited by 6
- 2024Egocentric zone-aware action recognition across environmentscited by 6
- 2024RPMArt: Towards Robust Perception and Manipulation for Articulated Objectscited by 5
- 2024PAVLM: Advancing Point Cloud based Affordance Understanding Via Vision-Language Modelcited by 4
- 2024Visual-Geometric Collaborative Guidance for Affordance Learningcited by 2
- 2022AIGenC: An AI generalisation model via creativitycited by 0
- 2024Semantics in Robotics: Environmental Data Can't Yield Conventions of Human Behaviourcited by 0
- 2025UAD: Unsupervised Affordance Distillation for Generalization in Robotic Manipulation10 Jun 2025
- 2024GEAL: Generalizable 3D Affordance Learning with Cross-Modal Consistency12 Dec 2024
- 2024GREAT: Geometry-Intention Collaborative Inference for Open-Vocabulary 3D Object Affordance Grounding29 Nov 2024
- 2024Semantics in Robotics: Environmental Data Can't Yield Conventions of Human Behaviour25 Oct 2024
- 2024PAVLM: Advancing Point Cloud based Affordance Understanding Via Vision-Language Model15 Oct 2024
- 2024Visual-Geometric Collaborative Guidance for Affordance Learning15 Oct 2024
- 2024Egocentric zone-aware action recognition across environments21 Sep 2024
- 2024What does CLIP know about peeling a banana?18 Apr 2024
- 2024RPMArt: Towards Robust Perception and Manipulation for Articulated Objects24 Mar 2024
- 2023AffordPose: A Large-scale Dataset of Hand-Object Interactions with Affordance-driven Hand Pose16 Sep 2023
- 2023Approaching human 3D shape perception with neurally mappable models22 Aug 2023
- 2023LOCATE: Localize and Transfer Object Parts for Weakly Supervised Affordance Grounding16 Mar 2023
8 more
- 2022K-VIL: Keypoints-based Visual Imitation Learning7 Sep 2022
- 2022Grounded Affordance from Exocentric View28 Aug 2022
- 2022AIGenC: An AI generalisation model via creativity19 May 2022
- 2022Affordance Learning from Play for Sample-Efficient Policy Learning1 Mar 2022
- 2021Navigation-Oriented Scene Understanding for Robotic Autonomy: Learning to Segment Driveability in Egocentric Images15 Sep 2021
- 2021One-Shot Affordance Detection28 Jun 2021
- 2021Affordance Transfer Learning for Human-Object Interaction Detection7 Apr 2021
- 20213D AffordanceNet: A Benchmark for Visual Object Affordance Understanding30 Mar 2021
- 2022K-VIL: Keypoints-based Visual Imitation Learningcited by 27
- 2022K-VIL: Keypoints-based Visual Imitation Learning7 Sep 2022
- 20213D AffordanceNet: A Benchmark for Visual Object Affordance Understandingcited by 100
- 2021Affordance Transfer Learning for Human-Object Interaction Detectioncited by 79
- 2023LOCATE: Localize and Transfer Object Parts for Weakly Supervised Affordance Groundingcited by 64
- 2023AffordPose: A Large-scale Dataset of Hand-Object Interactions with Affordance-driven Hand Posecited by 47
- 2021One-Shot Affordance Detectioncited by 32
- 2022Affordance Learning from Play for Sample-Efficient Policy Learningcited by 27
- 2024GREAT: Geometry-Intention Collaborative Inference for Open-Vocabulary 3D Object Affordance Groundingcited by 26
- 2025UAD: Unsupervised Affordance Distillation for Generalization in Robotic Manipulationcited by 23
- 2022Grounded Affordance from Exocentric Viewcited by 21
- 2024GEAL: Generalizable 3D Affordance Learning with Cross-Modal Consistencycited by 17
- 2024What does CLIP know about peeling a banana?cited by 9
- 2021Navigation-Oriented Scene Understanding for Robotic Autonomy: Learning to Segment Driveability in Egocentric Imagescited by 6
12 most cited of 18 All 18 (JSON)
- 2025UAD: Unsupervised Affordance Distillation for Generalization in Robotic Manipulation10 Jun 2025
- 2024GEAL: Generalizable 3D Affordance Learning with Cross-Modal Consistency12 Dec 2024
- 2024GREAT: Geometry-Intention Collaborative Inference for Open-Vocabulary 3D Object Affordance Grounding29 Nov 2024
- 2024Semantics in Robotics: Environmental Data Can't Yield Conventions of Human Behaviour25 Oct 2024
- 2024Visual-Geometric Collaborative Guidance for Affordance Learning15 Oct 2024
- 2024Egocentric zone-aware action recognition across environments21 Sep 2024
- 2024What does CLIP know about peeling a banana?18 Apr 2024
- 2024RPMArt: Towards Robust Perception and Manipulation for Articulated Objects24 Mar 2024
- 2023AffordPose: A Large-scale Dataset of Hand-Object Interactions with Affordance-driven Hand Pose16 Sep 2023
- 2023Approaching human 3D shape perception with neurally mappable models22 Aug 2023
- 2023LOCATE: Localize and Transfer Object Parts for Weakly Supervised Affordance Grounding16 Mar 2023
- 2022Grounded Affordance from Exocentric View28 Aug 2022
12 newest of 18 All 18 (JSON)