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- research-articleAugust 2024
PPTFormer: pseudo multi-perspective transformer for UAV segmentation
IJCAI '24: Proceedings of the Thirty-Third International Joint Conference on Artificial IntelligenceArticle No.: 99, Pages 893–901https://doi.org/10.24963/ijcai.2024/99The ascension of Unmanned Aerial Vehicles (UAVs) in various fields necessitates effective UAV image segmentation, which faces challenges due to the dynamic perspectives of UAV-captured images. Traditional segmentation algorithms falter as they cannot ...
- research-articleJuly 2024
Discrete latent perspective learning for segmentation and detection
ICML'24: Proceedings of the 41st International Conference on Machine LearningArticle No.: 871, Pages 21719–21730In this paper, we address the challenge of Perspective-Invariant Learning in machine learning and computer vision, which involves enabling a network to understand images from varying perspectives to achieve consistent semantic interpretation. While ...
- research-articleAugust 2023
Guided patch-grouping wavelet transformer with spatial congruence for ultra-high resolution segmentation
IJCAI '23: Proceedings of the Thirty-Second International Joint Conference on Artificial IntelligenceArticle No.: 102, Pages 920–928https://doi.org/10.24963/ijcai.2023/102Most existing ultra-high resolution (UHR) segmentation methods always struggle in the dilemma of balancing memory cost and local characterization accuracy, which are both taken into account in our proposed Guided Patch-Grouping Wavelet Transformer (...
- research-articleJanuary 2021
IPGN: Interactiveness Proposal Graph Network for Human-Object Interaction Detection
IEEE Transactions on Image Processing (TIP), Volume 30Pages 6583–6593https://doi.org/10.1109/TIP.2021.3096333Human-Object Interaction (HOI) Detection is an important task to understand how humans interact with objects. Most of the existing works treat this task as an exhaustive triplet <inline-formula> <tex-math notation="LaTeX">$\left \langle{ human, verb, ...
- ArticleAugust 2020
Class-Wise Dynamic Graph Convolution for Semantic Segmentation
AbstractRecent works have made great progress in semantic segmentation by exploiting contextual information in a local or global manner with dilated convolutions, pyramid pooling or self-attention mechanism. In order to avoid potential misleading ...