AINeutralarXiv – CS AI · 9h ago6/10
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EmambaIR: Efficient Visual State Space Model for Event-guided Image Reconstruction
EmambaIR introduces a novel State Space Model architecture for event-based image reconstruction that achieves superior performance over CNNs and Vision Transformers while maintaining linear computational complexity. The framework combines sparse attention mechanisms with gated state-space modules to process event camera data efficiently across motion deblurring, deraining, and HDR enhancement tasks.