SOTAVerified

Affordance Detection

Affordance detection refers to identifying the potential action possibilities of objects in an image, which is an important ability for robot perception and manipulation.

Image source: Object-Based Affordances Detection with Convolutional Neural Networks and Dense Conditional Random Fields

Unlike other visual or physical properties that mainly describe the object alone, affordances indicate functional interactions of object parts with humans.

Papers

Showing 123 of 23 papers

TitleStatusHype
Multi-label affordance mapping from egocentric visionCode1
Open-Vocabulary Affordance Detection in 3D Point CloudsCode1
Phrase-Based Affordance Detection via Cyclic Bilateral InteractionCode1
One-Shot Object Affordance Detection in the WildCode1
One-Shot Affordance DetectionCode1
Affordance Transfer Learning for Human-Object Interaction DetectionCode1
3D AffordanceNet: A Benchmark for Visual Object Affordance UnderstandingCode1
Interpretable Affordance Detection on 3D Point Clouds with Probabilistic Prototypes0
3D-AffordanceLLM: Harnessing Large Language Models for Open-Vocabulary Affordance Detection in 3D Worlds0
Which objects help me to act effectively? Reasoning about physically-grounded affordances0
Affordance detection with Dynamic-Tree Capsule NetworksCode0
Detecting Object States vs Detecting Objects: A New Dataset and a Quantitative Experimental StudyCode0
Recognizing Object Affordances to Support Scene Reasoning for Manipulation TasksCode0
Egocentric affordance detection with the one-shot geometry-driven Interaction Tensor0
Scene Understanding for Autonomous Manipulation with Deep Learning0
What can I do here? Leveraging Deep 3D saliency and geometry for fast and scalable multiple affordance detectionCode0
Detect, anticipate and generate: Semi-supervised recurrent latent variable models for human activity modeling0
Visual Affordance and Function Understanding: A Survey0
AffordanceNet: An End-to-End Deep Learning Approach for Object Affordance DetectionCode0
Weakly Supervised Affordance DetectionCode0
Multi-Modal Trip Hazard Affordance Detection On Construction Sites0
What can you do with a rock? Affordance extraction via word embeddings0
Detecting Affordances by Visuomotor Simulation0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DGCNNAIOU0.18Unverified
#ModelMetricClaimedVerifiedStatus
1DGCNNAIOU0.14Unverified
#ModelMetricClaimedVerifiedStatus
1DGCNNAIOU0.13Unverified
#ModelMetricClaimedVerifiedStatus
1DGCNNAIOU0.16Unverified