Papers › One-Shot Transfer of Affordance Regions? AffCorrs!

One-Shot Transfer of Affordance Regions? AffCorrs!

15 Sep 2022arXiv:2209.07147archive 2025-07-28

Denis Hadjivelichkov, Sicelukwanda Zwane, Marc Peter Deisenroth, Lourdes Agapito, Dimitrios Kanoulas

In this work, we tackle one-shot visual search of object parts. Given a single reference image of an object with annotated affordance regions, we segment semantically corresponding parts within a target scene. We propose AffCorrs, an unsupervised model that combines the properties of pre-trained DINO-ViT's image descriptors and cyclic correspondences. We use AffCorrs to find corresponding affordances both for intra- and inter-class one-shot part segmentation. This task is more difficult than supervised alternatives, but enables future work such as learning affordances via imitation and assisted teleoperation.

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Tasks

ObjectOne-Shot Instance SegmentationOne-Shot Part Segmentation of Contain Affordance - Inter ClassOne-Shot Part Segmentation of Contain Affordance - Intra ClassOne-Shot Part Segmentation of Cut Affordance - Inter ClassOne-Shot Part Segmentation of Cut Affordance - Intra ClassOne-Shot Part Segmentation of Grasp Affordance - Inter ClassOne-Shot Part Segmentation of Grasp Affordance - Intra ClassOne-Shot Part Segmentation of Pound Affordance - Inter ClassOne-Shot Part Segmentation of Pound Affordance - Intra ClassOne-Shot Part Segmentation of Scoop Affordance - Inter ClassOne-Shot Part Segmentation of Scoop Affordance - Intra ClassOne-Shot Part Segmentation of Support Affordance - Inter ClassOne-Shot Part Segmentation of Support Affordance - Intra ClassOne-Shot Part Segmentation of Wrap-Grasp Affordance - Inter ClassOne-Shot Part Segmentation of Wrap-Grasp Affordance - Intra ClassOne-Shot Segmentation

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AffCorrs

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