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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence / EAAI-20

Weakly Supervised Scene Parsing with Point-Based Distance Metric Learning

February 1, 2023

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Authors

Rui Qian

Peking University


Yunchao Wei

University of Illinois, Urbana Champaign


Honghui Shi

IBM Research


Jiachen Li

University of Illinois, Urbana-Champaign


Jiaying Liu

Peking University


Thomas Huang

University of Illinois, Urbana Champaign


DOI:

10.1609/aaai.v33i01.33018843


Abstract:

Semantic scene parsing is suffering from the fact that pixellevel annotations are hard to be collected. To tackle this issue, we propose a Point-based Distance Metric Learning (PDML) in this paper. PDML does not require dense annotated masks and only leverages several labeled points that are much easier to obtain to guide the training process. Concretely, we leverage semantic relationship among the annotated points by encouraging the feature representations of the intra- and intercategory points to keep consistent, i.e. points within the same category should have more similar feature representations compared to those from different categories. We formulate such a characteristic into a simple distance metric loss, which collaborates with the point-wise cross-entropy loss to optimize the deep neural networks. Furthermore, to fully exploit the limited annotations, distance metric learning is conducted across different training images instead of simply adopting an image-dependent manner. We conduct extensive experiments on two challenging scene parsing benchmarks of PASCALContext and ADE 20K to validate the effectiveness of our PDML, and competitive mIoU scores are achieved.

Topics: AAAI

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HOW TO CITE:

Rui Qian||Yunchao Wei||Honghui Shi||Jiachen Li||Jiaying Liu||Thomas Huang Weakly Supervised Scene Parsing with Point-Based Distance Metric Learning Proceedings of the AAAI Conference on Artificial Intelligence (2019) 8843-8850.

Rui Qian||Yunchao Wei||Honghui Shi||Jiachen Li||Jiaying Liu||Thomas Huang Weakly Supervised Scene Parsing with Point-Based Distance Metric Learning AAAI 2019, 8843-8850.

Rui Qian||Yunchao Wei||Honghui Shi||Jiachen Li||Jiaying Liu||Thomas Huang (2019). Weakly Supervised Scene Parsing with Point-Based Distance Metric Learning. Proceedings of the AAAI Conference on Artificial Intelligence, 8843-8850.

Rui Qian||Yunchao Wei||Honghui Shi||Jiachen Li||Jiaying Liu||Thomas Huang. Weakly Supervised Scene Parsing with Point-Based Distance Metric Learning. Proceedings of the AAAI Conference on Artificial Intelligence 2019 p.8843-8850.

Rui Qian||Yunchao Wei||Honghui Shi||Jiachen Li||Jiaying Liu||Thomas Huang. 2019. Weakly Supervised Scene Parsing with Point-Based Distance Metric Learning. "Proceedings of the AAAI Conference on Artificial Intelligence". 8843-8850.

Rui Qian||Yunchao Wei||Honghui Shi||Jiachen Li||Jiaying Liu||Thomas Huang. (2019) "Weakly Supervised Scene Parsing with Point-Based Distance Metric Learning", Proceedings of the AAAI Conference on Artificial Intelligence, p.8843-8850

Rui Qian||Yunchao Wei||Honghui Shi||Jiachen Li||Jiaying Liu||Thomas Huang, "Weakly Supervised Scene Parsing with Point-Based Distance Metric Learning", AAAI, p.8843-8850, 2019.

Rui Qian||Yunchao Wei||Honghui Shi||Jiachen Li||Jiaying Liu||Thomas Huang. "Weakly Supervised Scene Parsing with Point-Based Distance Metric Learning". Proceedings of the AAAI Conference on Artificial Intelligence, 2019, p.8843-8850.

Rui Qian||Yunchao Wei||Honghui Shi||Jiachen Li||Jiaying Liu||Thomas Huang. "Weakly Supervised Scene Parsing with Point-Based Distance Metric Learning". Proceedings of the AAAI Conference on Artificial Intelligence, (2019): 8843-8850.

Rui Qian||Yunchao Wei||Honghui Shi||Jiachen Li||Jiaying Liu||Thomas Huang. Weakly Supervised Scene Parsing with Point-Based Distance Metric Learning. AAAI[Internet]. 2019[cited 2023]; 8843-8850.


ISSN: 2374-3468


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