Author

Shan-Jun Zhang

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Preprint Sep 2026

CMAMBADEPTH: Self-supervised Monocular Depth Estimation with Channel Mamba and Hybrid Attention

Accurate monocular depth estimation serves as a core enabler for single camera scene understanding. However, existing self-supervised monocular depth estimation methods generally suffer from the bottleneck of inefficient cross-scale information interaction and difficulty in balancing local and global spatial modeling....

Xue-Lian Xiang, Jia-Yao Liu, He-Qi Xiang et al. · 0 citations

Preprint Sep 2026

tcnerv:dual-domain temporal context modeling for implicit neural video compression

Video compression aims to minimize reconstruction distor tion under a constrained bit rate. Existing video implicit neural representations (INRs) often decode frames independently, leaving intermediate features unconditioned on previous reconstructions and content embeddings without explicit temporal prediction. We pro...

Xue-Lian Xiang, Yi-Xin Zhao, He-Qi Xiang et al. · 0 citations