AIWalker

Mar 11, 2025 · Artificial Intelligence

MobileMamba: Lightweight Multi‑Receptive‑Field Backbone Beats Existing Mamba Models

MobileMamba introduces a three‑stage, lightweight backbone with a multi‑receptive‑field feature‑interaction module that combines wavelet‑enhanced Mamba, multi‑kernel depthwise convolutions, and redundant‑mapping reduction, delivering up to 83.6% ImageNet Top‑1 accuracy while running 21× faster than LocalVim and 3.3× faster than EfficientVMamba.