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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 35 / No. 3: AAAI-21 Technical Tracks 3

Cross-Domain Grouping and Alignment for Domain Adaptive Semantic Segmentation

February 1, 2023

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Authors

Minsu Kim

Yonsei University


Sunghun Joung

Yonsei University


Seungryong Kim

Korea University


JungIn Park

Yonsei University


Ig-Jae Kim

KIST


Kwanghoon Sohn

Yonsei University


DOI:

10.1609/aaai.v35i3.16274


Abstract:

Existing techniques to adapt semantic segmentation networks across source and target domains within deep convolutional neural networks (CNNs) deal with all the samples from the two domains in a global or category-aware manner. They do not consider an inter-class variation within the target domain itself or estimated category, providing the limitation to encode the domains having a multi-modal data distribution. To overcome this limitation, we introduce a learnable clustering module, and a novel domain adaptation framework, called cross-domain grouping and alignment. To cluster the samples across domains with an aim to maximize the domain alignment without forgetting precise segmentation ability on the source domain, we present two loss functions, in particular, for encouraging semantic consistency and orthogonality among the clusters. We also present a loss so as to solve a class imbalance problem, which is the other limitation of the previous methods. Our experiments show that our method consistently boosts the adaptation performance in semantic segmentation, outperforming the state-of-the-arts on various domain adaptation settings.

Topics: AAAI

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HOW TO CITE:

Minsu Kim||Sunghun Joung||Seungryong Kim||JungIn Park||Ig-Jae Kim||Kwanghoon Sohn Cross-Domain Grouping and Alignment for Domain Adaptive Semantic Segmentation Proceedings of the AAAI Conference on Artificial Intelligence (2021) 1799-1807.

Minsu Kim||Sunghun Joung||Seungryong Kim||JungIn Park||Ig-Jae Kim||Kwanghoon Sohn Cross-Domain Grouping and Alignment for Domain Adaptive Semantic Segmentation AAAI 2021, 1799-1807.

Minsu Kim||Sunghun Joung||Seungryong Kim||JungIn Park||Ig-Jae Kim||Kwanghoon Sohn (2021). Cross-Domain Grouping and Alignment for Domain Adaptive Semantic Segmentation. Proceedings of the AAAI Conference on Artificial Intelligence, 1799-1807.

Minsu Kim||Sunghun Joung||Seungryong Kim||JungIn Park||Ig-Jae Kim||Kwanghoon Sohn. Cross-Domain Grouping and Alignment for Domain Adaptive Semantic Segmentation. Proceedings of the AAAI Conference on Artificial Intelligence 2021 p.1799-1807.

Minsu Kim||Sunghun Joung||Seungryong Kim||JungIn Park||Ig-Jae Kim||Kwanghoon Sohn. 2021. Cross-Domain Grouping and Alignment for Domain Adaptive Semantic Segmentation. "Proceedings of the AAAI Conference on Artificial Intelligence". 1799-1807.

Minsu Kim||Sunghun Joung||Seungryong Kim||JungIn Park||Ig-Jae Kim||Kwanghoon Sohn. (2021) "Cross-Domain Grouping and Alignment for Domain Adaptive Semantic Segmentation", Proceedings of the AAAI Conference on Artificial Intelligence, p.1799-1807

Minsu Kim||Sunghun Joung||Seungryong Kim||JungIn Park||Ig-Jae Kim||Kwanghoon Sohn, "Cross-Domain Grouping and Alignment for Domain Adaptive Semantic Segmentation", AAAI, p.1799-1807, 2021.

Minsu Kim||Sunghun Joung||Seungryong Kim||JungIn Park||Ig-Jae Kim||Kwanghoon Sohn. "Cross-Domain Grouping and Alignment for Domain Adaptive Semantic Segmentation". Proceedings of the AAAI Conference on Artificial Intelligence, 2021, p.1799-1807.

Minsu Kim||Sunghun Joung||Seungryong Kim||JungIn Park||Ig-Jae Kim||Kwanghoon Sohn. "Cross-Domain Grouping and Alignment for Domain Adaptive Semantic Segmentation". Proceedings of the AAAI Conference on Artificial Intelligence, (2021): 1799-1807.

Minsu Kim||Sunghun Joung||Seungryong Kim||JungIn Park||Ig-Jae Kim||Kwanghoon Sohn. Cross-Domain Grouping and Alignment for Domain Adaptive Semantic Segmentation. AAAI[Internet]. 2021[cited 2023]; 1799-1807.


ISSN: 2374-3468


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Artificial Intelligence 1900 Embarcadero Road, Suite
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