IEEE transactions on image processing : a publication of the IEEE Signal Processing Society
Hi-Mamba: Hierarchical Mamba for Efficient Image Super-Resolution.
Junbo Qiao, Jincheng Liao, Wei Li, Yulun Zhang, Yong Guo, Jiao Xie, Jie Hu, Shaohui Lin
Published: 202510.1109/TIP.2025.3643146
Abstract
Despite Transformers have achieved significant success in low-level vision tasks, they are constrained by computing self-attention with a quadratic complexity and limited-size windows. This limitation results in a lack of global receptive field acros…
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