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Author

Zhenliang Ni

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Preprint Aug 2026

SlimVLM: Sensitivity-aware Dynamic Structured Pruning with Adaptive Visual Token Selection for Efficient Vision-Language Models

This work introduces an adaptive visual token selection strategy for VLMs that leverages average text-to-visual attention scores to assess the importance of visual tokens, removing redundant ones during pruning based on a set threshold, thereby optimizing the importance calculation.

Yaozhi Wen, Jialong Guo, Zhenliang Ni et al. · 0 citations
Jul 2026

Spike-EIFNet: Lightweight Spike-Driven Event-Image Fusion Network for Accurate and Efficient Semantic Segmentation.

This work proposes a lightweight spiking neural network (SNN)-based event-image fusion network (Spike-EIFNet) that leverages the complementary strengths of multimodal fusion and energy-efficient spike-driven computation, and significantly reduces energy consumption.

Siyu Chen, Qie Liu, Xianlei Long et al. · 0 citations