The majority of existing point cloud registration (PCR) methods exhibit performance degradation under extremely low inlier ratios. To address this limitation, this paper presents a robust learning-free estimator called MAC1toK, which relaxes the feature matching with maximal cliques from the following three perspective...
Xiyu Zhang, Zhiyi Xia, Zhengbao Wang et al.· Visual Intelligence· 0 citations
Egocentric videos of human manipulation provide valuable visual experience for embodied intelligence, yet collecting such data at scale is costly. Exocentric-to-egocentric video generation offers a scalable alternative by transforming abundant third-person manipulation videos into first-person observations. However, ex...
Hong-Jia Zhai, Xi-Yu Zhang, Hao-Ran Zhang et al.· 0 citations
An Adaptive Gated Dual-Stream Contextual GAT that separates dense geometric features and semantic CLIP embeddings, performs edge-guided message passing, and adaptively fuses complementary semantics is introduced that separates dense geometric features and semantic CLIP embeddings, and adaptively fuses complementary sem...
Xianhao Chen, Jiarui Hu, Yuanbo Yang et al.· 0 citations
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