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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence

Tell Me What They’re Holding: Weakly-Supervised Object Detection with Transferable Knowledge from Human-Object Interaction

February 1, 2023

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Authors

Daesik Kim

Seoul National University


Gyujeong Lee

Seoul National University


Jisoo Jeong

Seoul National University


Nojun Kwak

Seoul National University


DOI:

10.1609/aaai.v34i07.6784


Abstract:

In this work, we introduce a novel weakly supervised object detection (WSOD) paradigm to detect objects belonging to rare classes that have not many examples using transferable knowledge from human-object interactions (HOI). While WSOD shows lower performance than full supervision, we mainly focus on HOI as the main context which can strongly supervise complex semantics in images. Therefore, we propose a novel module called RRPN (relational region proposal network) which outputs an object-localizing attention map only with human poses and action verbs. In the source domain, we fully train an object detector and the RRPN with full supervision of HOI. With transferred knowledge about localization map from the trained RRPN, a new object detector can learn unseen objects with weak verbal supervision of HOI without bounding box annotations in the target domain. Because the RRPN is designed as an add-on type, we can apply it not only to the object detection but also to other domains such as semantic segmentation. The experimental results on HICO-DET dataset show the possibility that the proposed method can be a cheap alternative for the current supervised object detection paradigm. Moreover, qualitative results demonstrate that our model can properly localize unseen objects on HICO-DET and V-COCO datasets.

Topics: AAAI

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HOW TO CITE:

Daesik Kim||Gyujeong Lee||Jisoo Jeong||Nojun Kwak Tell Me What They’re Holding: Weakly-Supervised Object Detection with Transferable Knowledge from Human-Object Interaction Proceedings of the AAAI Conference on Artificial Intelligence (2020) 11246-11253.

Daesik Kim||Gyujeong Lee||Jisoo Jeong||Nojun Kwak Tell Me What They’re Holding: Weakly-Supervised Object Detection with Transferable Knowledge from Human-Object Interaction AAAI 2020, 11246-11253.

Daesik Kim||Gyujeong Lee||Jisoo Jeong||Nojun Kwak (2020). Tell Me What They’re Holding: Weakly-Supervised Object Detection with Transferable Knowledge from Human-Object Interaction. Proceedings of the AAAI Conference on Artificial Intelligence, 11246-11253.

Daesik Kim||Gyujeong Lee||Jisoo Jeong||Nojun Kwak. Tell Me What They’re Holding: Weakly-Supervised Object Detection with Transferable Knowledge from Human-Object Interaction. Proceedings of the AAAI Conference on Artificial Intelligence 2020 p.11246-11253.

Daesik Kim||Gyujeong Lee||Jisoo Jeong||Nojun Kwak. 2020. Tell Me What They’re Holding: Weakly-Supervised Object Detection with Transferable Knowledge from Human-Object Interaction. "Proceedings of the AAAI Conference on Artificial Intelligence". 11246-11253.

Daesik Kim||Gyujeong Lee||Jisoo Jeong||Nojun Kwak. (2020) "Tell Me What They’re Holding: Weakly-Supervised Object Detection with Transferable Knowledge from Human-Object Interaction", Proceedings of the AAAI Conference on Artificial Intelligence, p.11246-11253

Daesik Kim||Gyujeong Lee||Jisoo Jeong||Nojun Kwak, "Tell Me What They’re Holding: Weakly-Supervised Object Detection with Transferable Knowledge from Human-Object Interaction", AAAI, p.11246-11253, 2020.

Daesik Kim||Gyujeong Lee||Jisoo Jeong||Nojun Kwak. "Tell Me What They’re Holding: Weakly-Supervised Object Detection with Transferable Knowledge from Human-Object Interaction". Proceedings of the AAAI Conference on Artificial Intelligence, 2020, p.11246-11253.

Daesik Kim||Gyujeong Lee||Jisoo Jeong||Nojun Kwak. "Tell Me What They’re Holding: Weakly-Supervised Object Detection with Transferable Knowledge from Human-Object Interaction". Proceedings of the AAAI Conference on Artificial Intelligence, (2020): 11246-11253.

Daesik Kim||Gyujeong Lee||Jisoo Jeong||Nojun Kwak. Tell Me What They’re Holding: Weakly-Supervised Object Detection with Transferable Knowledge from Human-Object Interaction. AAAI[Internet]. 2020[cited 2023]; 11246-11253.


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
Copyright 2022, Association for the Advancement of
Artificial Intelligence 1900 Embarcadero Road, Suite
101, Palo Alto, California 94303 All Rights Reserved

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